[INFO] [INFO] --------------------< org.dllearner:components-ext >-------------------- [INFO] Building components-ext 1.3.1-SNAPSHOT [3/6] [INFO] --------------------------------[ jar ]--------------------------------- [INFO] Downloading from maven.aksw.internal: http://maven.aksw.org/repository/internal/unife/bundle/2.2/bundle-2.2.pom [INFO] Downloaded from maven.aksw.internal: http://maven.aksw.org/repository/internal/unife/bundle/2.2/bundle-2.2.pom (23 kB at 246 kB/s) [INFO] Downloading from maven.aksw.internal: http://maven.aksw.org/repository/internal/com/clarkparsia/pellet/pellet-cli/2.5.0-dllearner/pellet-cli-2.5.0-dllearner.pom [INFO] Downloaded from maven.aksw.internal: http://maven.aksw.org/repository/internal/com/clarkparsia/pellet/pellet-cli/2.5.0-dllearner/pellet-cli-2.5.0-dllearner.pom (2.5 kB at 138 kB/s) [INFO] Downloading from maven.aksw.internal: http://maven.aksw.org/repository/internal/com/clarkparsia/pellet/pellet-query/2.5.0-dllearner/pellet-query-2.5.0-dllearner.pom [INFO] Downloaded from maven.aksw.internal: http://maven.aksw.org/repository/internal/com/clarkparsia/pellet/pellet-query/2.5.0-dllearner/pellet-query-2.5.0-dllearner.pom (1.7 kB at 159 kB/s) [INFO] Downloading from maven.aksw.internal: http://maven.aksw.org/repository/internal/org/antlr/antlr-runtime/3.4/antlr-runtime-3.4.pom [INFO] Downloaded from maven.aksw.internal: http://maven.aksw.org/repository/internal/org/antlr/antlr-runtime/3.4/antlr-runtime-3.4.pom (3.1 kB at 390 kB/s) [INFO] Downloading from maven.aksw.internal: http://maven.aksw.org/repository/internal/org/antlr/antlr-master/3.4/antlr-master-3.4.pom [INFO] Downloaded from maven.aksw.internal: http://maven.aksw.org/repository/internal/org/antlr/antlr-master/3.4/antlr-master-3.4.pom (9.4 kB at 1.0 MB/s) [INFO] Downloading from maven.aksw.internal: 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http://dev.davidsoergel.com/nexus/content/repositories/releases/de/fosd/typechef/javabdd_repackaged/1.0b2/javabdd_repackaged-1.0b2.jar [INFO] Downloading from central: https://repo.maven.apache.org/maven2/de/fosd/typechef/javabdd_repackaged/1.0b2/javabdd_repackaged-1.0b2.jar [INFO] Downloaded from central: https://repo.maven.apache.org/maven2/de/fosd/typechef/javabdd_repackaged/1.0b2/javabdd_repackaged-1.0b2.jar (624 kB at 3.8 MB/s) [INFO] [INFO] --- maven-clean-plugin:2.5:clean (default-clean) @ components-ext --- [INFO] [INFO] --- maven-resources-plugin:3.0.2:resources (default-resources) @ components-ext --- [INFO] Using 'UTF-8' encoding to copy filtered resources. [INFO] Copying 58 resources [INFO] [INFO] --- maven-compiler-plugin:3.7.0:compile (default-compile) @ components-ext --- [INFO] Changes detected - recompiling the module! [INFO] Compiling 104 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/target/classes [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/src/main/java/org/dllearner/utils/unife/ReflectionHelper.java: Some input files use unchecked or unsafe operations. [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/src/main/java/org/dllearner/utils/unife/ReflectionHelper.java: Recompile with -Xlint:unchecked for details. [INFO] [INFO] --- maven-resources-plugin:3.0.2:testResources (default-testResources) @ components-ext --- [INFO] Using 'UTF-8' encoding to copy filtered resources. [INFO] Copying 30 resources [INFO] [INFO] --- maven-compiler-plugin:3.7.0:testCompile (default-testCompile) @ components-ext --- [INFO] Changes detected - recompiling the module! [INFO] Compiling 3 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/target/test-classes [INFO] [INFO] --- maven-surefire-plugin:2.20.1:test (default-test) @ components-ext --- [INFO] Surefire report directory: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/target/surefire-reports [INFO] [INFO] ------------------------------------------------------- [INFO] T E S T S [INFO] ------------------------------------------------------- [INFO] Running org.dllearner.algorithms.miles.MILESTest log4j: Trying to find [log4j.properties] using context classloader sun.misc.Launcher$AppClassLoader@7d4991ad. log4j: Using URL [file:/usr/share/tomcat8/.jenkins/jobs/DL-Learner%20Merge-M/branches/dependency-updates/workspace/components-ext/target/test-classes/log4j.properties] for automatic log4j configuration. log4j: Reading configuration from URL file:/usr/share/tomcat8/.jenkins/jobs/DL-Learner%20Merge-M/branches/dependency-updates/workspace/components-ext/target/test-classes/log4j.properties log4j: Parsing for [root] with value=[DEBUG, stdout]. log4j: Level token is [DEBUG]. log4j: Category root set to DEBUG log4j: Parsing appender named "stdout". log4j: Parsing layout options for "stdout". log4j: Setting property [conversionPattern] to [%m%n]. log4j: End of parsing for "stdout". log4j: Setting property [target] to [System.out]. log4j: Parsed "stdout" options. log4j: Parsing for [org.apache.http.wire] with value=[OFF]. log4j: Level token is [OFF]. log4j: Category org.apache.http.wire set to OFF log4j: Handling log4j.additivity.org.apache.http.wire=[null] log4j: Parsing for [org.dllearner.sparqlquerygenerator] with value=[OFF]. log4j: Level token is [OFF]. log4j: Category org.dllearner.sparqlquerygenerator set to OFF log4j: Handling log4j.additivity.org.dllearner.sparqlquerygenerator=[null] log4j: Parsing for [org.apache.solr.level] with value=[OFF]. log4j: Level token is [OFF]. log4j: Category org.apache.solr.level set to OFF log4j: Handling log4j.additivity.org.apache.solr.level=[null] log4j: Parsing for [org.apache.http] with value=[OFF]. log4j: Level token is [OFF]. log4j: Category org.apache.http set to OFF log4j: Handling log4j.additivity.org.apache.http=[null] log4j: Parsing for [org.dllearner.algorithm.tbsl] with value=[INFO]. log4j: Level token is [INFO]. log4j: Category org.dllearner.algorithm.tbsl set to INFO log4j: Handling log4j.additivity.org.dllearner.algorithm.tbsl=[null] log4j: Parsing for [org.dllearner.algorithm.tbsl.templator] with value=[WARN]. log4j: Level token is [WARN]. log4j: Category org.dllearner.algorithm.tbsl.templator set to WARN log4j: Handling log4j.additivity.org.dllearner.algorithm.tbsl.templator=[null] log4j: Parsing for [org.dllearner.autosparql.server] with value=[OFF]. log4j: Level token is [OFF]. log4j: Category org.dllearner.autosparql.server set to OFF log4j: Handling log4j.additivity.org.dllearner.autosparql.server=[null] log4j: Parsing for [org.dllearner.algorithm.tbsl.ltag.parser] with value=[WARN]. log4j: Level token is [WARN]. log4j: Category org.dllearner.algorithm.tbsl.ltag.parser set to WARN log4j: Handling log4j.additivity.org.dllearner.algorithm.tbsl.ltag.parser=[null] log4j: Parsing for [org.dllearner.algorithms.probabilistic] with value=[DEBUG, APPENDER_FILE, APPENDER_OUT]. log4j: Level token is [DEBUG]. log4j: Category org.dllearner.algorithms.probabilistic set to DEBUG log4j: Parsing appender named "APPENDER_FILE". log4j: Parsing layout options for "APPENDER_FILE". log4j: Setting property [conversionPattern] to [%d{yyyy-MM-dd HH:mm:ss} %p [%C:%L] - %m%n]. log4j: End of parsing for "APPENDER_FILE". log4j: Setting property [maxFileSize] to [10MB]. log4j: Setting property [file] to [log/leap.log]. log4j: Setting property [maxBackupIndex] to [1]. log4j: setFile called: log/leap.log, true log4j: setFile ended log4j: Parsed "APPENDER_FILE" options. log4j: Parsing appender named "APPENDER_OUT". log4j: Parsing layout options for "APPENDER_OUT". log4j: Setting property [conversionPattern] to [%5p (%F:%L) - %m%n]. log4j: End of parsing for "APPENDER_OUT". log4j: Parsed "APPENDER_OUT" options. log4j: Handling log4j.additivity.org.dllearner.algorithms.probabilistic=[null] log4j: Finished configuring. SLF4J: Class path contains multiple SLF4J bindings. SLF4J: Found binding in [jar:file:/usr/share/tomcat8/.m2/repository/org/slf4j/slf4j-log4j12/1.7.26/slf4j-log4j12-1.7.26.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: Found binding in [jar:file:/usr/share/tomcat8/.m2/repository/org/apache/logging/log4j/log4j-slf4j-impl/2.12.0/log4j-slf4j-impl-2.12.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory] Add location: LocatorFile Add location: ClassLoaderLocator Failed to find configuration: file:location-mapping.rdf;file:location-mapping.n3;file:location-mapping.ttl;file:etc/location-mapping.rdf;file:etc/location-mapping.n3;file:etc/location-mapping.ttl Add location: LocatorFile Add location: LocatorURL Add location: ClassLoaderLocator Failed to find configuration: location-mapping.ttl;location-mapping.rdf;location-mapping.n3;etc/location-mapping.rdf;etc/location-mapping.n3;etc/location-mapping.ttl System architecture: 64 bit System architecture: 64 bit Not mapped: rdf-prefixes/jena-extended.jsonld open(rdf-prefixes/jena-extended.jsonld) Not mapped: rdf-prefixes/jena-extended.jsonld Found: rdf-prefixes/jena-extended.jsonld (ClassLoaderLocator) Not mapped: rdf-prefixes/arq.jsonld open(rdf-prefixes/arq.jsonld) Not mapped: rdf-prefixes/arq.jsonld Found: rdf-prefixes/arq.jsonld (ClassLoaderLocator) Not mapped: rdf-prefixes/rdfa11.jsonld open(rdf-prefixes/rdfa11.jsonld) Not mapped: rdf-prefixes/rdfa11.jsonld Found: rdf-prefixes/rdfa11.jsonld (ClassLoaderLocator) Not mapped: rdf-prefixes/geosparql.jsonld open(rdf-prefixes/geosparql.jsonld) Not mapped: rdf-prefixes/geosparql.jsonld Found: rdf-prefixes/geosparql.jsonld (ClassLoaderLocator) Not mapped: rdf-prefixes/jsa.jsonld open(rdf-prefixes/jsa.jsonld) Not mapped: rdf-prefixes/jsa.jsonld Found: rdf-prefixes/jsa.jsonld (ClassLoaderLocator) Registering interface org.aksw.jena_sparql_api.core.RDFConnectionMetaData Parsed path <http://www.example.org/dataset> into <http://www.example.org/dataset> Parsed path <http://www.example.org/serviceURL> into <http://www.example.org/serviceURL> Parsed path <http://www.example.org/dataset> into <http://www.example.org/dataset> Parsed path <http://www.example.org/serviceURL> into <http://www.example.org/serviceURL> Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyManager Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyManager Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyManager Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyManager Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyManager Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyManager Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyManager Loading file META-INF/services/org.semanticweb.owlapi.model.OWLDataFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLDataFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLDataFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLDataFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLDataFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLDataFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLDataFactory Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@6b410923 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Loading file META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-oboformat/4.5.13/owlapi-oboformat-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-rio/4.5.13/owlapi-rio-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-parsers/4.5.13/owlapi-parsers-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-oboformat/4.5.13/owlapi-oboformat-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-rio/4.5.13/owlapi-rio-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-parsers/4.5.13/owlapi-parsers-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-oboformat/4.5.13/owlapi-oboformat-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-rio/4.5.13/owlapi-rio-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-parsers/4.5.13/owlapi-parsers-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.io.OWLParserFactory Injecting values [[org.semanticweb.owlapi.rio.RioTrigParserFactory@6579c3d9, org.semanticweb.owlapi.rio.RioTurtleParserFactory@29182679, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@3e134896, org.semanticweb.owlapi.rio.RioJsonParserFactory@7b60c3e, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@72805168, org.semanticweb.owlapi.rio.RioTrixParserFactory@286b39c2, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@5328a9c1, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@5183d589, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@5395ea39, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@6ce90bc5, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@1b9c1b51, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@4565a70a, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@4a699efa, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@7c974942, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@72458efc, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@7808fb9, org.semanticweb.owlapi.rio.RioN3ParserFactory@2d7e1102, org.semanticweb.owlapi.rio.RioRDFaParserFactory@4917d36b]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-impl/4.5.13/owlapi-impl-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLOntologyFactory Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@175acfb2]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Loading file META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-oboformat/4.5.13/owlapi-oboformat-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-rio/4.5.13/owlapi-rio-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-parsers/4.5.13/owlapi-parsers-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-oboformat/4.5.13/owlapi-oboformat-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-rio/4.5.13/owlapi-rio-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-parsers/4.5.13/owlapi-parsers-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-distribution/4.5.13/owlapi-distribution-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-oboformat/4.5.13/owlapi-oboformat-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-rio/4.5.13/owlapi-rio-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Loading URL for service jar:file:/usr/share/tomcat8/.m2/repository/net/sourceforge/owlapi/owlapi-parsers/4.5.13/owlapi-parsers-4.5.13.jar!/META-INF/services/org.semanticweb.owlapi.model.OWLStorerFactory Injecting values [[org.semanticweb.owlapi.rio.RioTrixStorerFactory@2fe88a09, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@21f9277b, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@59712875, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@54da32dc, org.semanticweb.owlapi.rio.RioTrigStorerFactory@27b22f74, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@68809cc7, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@1e6308a9, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@189b5fb1, org.semanticweb.owlapi.rio.RioJsonStorerFactory@25b865b5, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@f973499, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@512d4583, org.semanticweb.owlapi.rio.RioN3StorerFactory@6d2d99fc, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@52a36910, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@37c5fc56, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@abbc908, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@72209d93, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@4aac85fa, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@60723d6a, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@18a645fd, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@5486887b]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit' is not recognized. entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'entityExpansionLimit' is not recognized. Total number of triples: 999 list: <http://ns.softwiki.de/req/AbstractComment> list: <http://ns.softwiki.de/req/AbstractRequirement> list: <http://ns.softwiki.de/req/Keyword> list: <http://ns.softwiki.de/req/AbstractComment> list: <http://ns.softwiki.de/req/AbstractRequirement> list: <http://ns.softwiki.de/req/Keyword> list: <http://ns.softwiki.de/req/Requirement> list: ObjectSomeValuesFrom(<http://ns.softwiki.de/req/isCreatedBy> <http://ns.softwiki.de/req/Customer>) list: <http://ns.softwiki.de/req/Goal> list: <http://ns.softwiki.de/req/Requirement> list: <http://ns.softwiki.de/req/Requirement> list: ObjectSomeValuesFrom(<http://ns.softwiki.de/req/willLeadTo> <http://ns.softwiki.de/req/SystemRequirement>) list: <http://ns.softwiki.de/req/AbstractSource> list: ObjectSomeValuesFrom(<http://ns.softwiki.de/req/leadsTo> <http://ns.softwiki.de/req/AbstractRequirement>) Loaded OntologyID(OntologyIRI(<http://ns.softwiki.de/req/>) VersionIRI(<null>)) Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@15383681 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioRDFaParserFactory@1d23ff23, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@1e43e323, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@3ad4a7d6, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@68d651f2, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@743e66f7, org.semanticweb.owlapi.rio.RioTurtleParserFactory@36cc9385, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@4a67b4ec, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@2133661d, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@71978f46, org.semanticweb.owlapi.rio.RioTrigParserFactory@6c9320c2, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@304d0259, org.semanticweb.owlapi.rio.RioN3ParserFactory@761956ac, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@7915bca3, org.semanticweb.owlapi.rio.RioTrixParserFactory@3414a8c3, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@10643593, org.semanticweb.owlapi.rio.RioJsonParserFactory@2241f05b, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@cf518cf, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@109a2025]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@f91da5e]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@1bc49bc5, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@7a04fea7, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@6917bb4, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@6ed16657, org.semanticweb.owlapi.rio.RioTrixStorerFactory@113e13f9, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@79fd6f95, org.semanticweb.owlapi.rio.RioTrigStorerFactory@1442f788, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@1c7f96b1, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@7979b8b7, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@4f66ffc8, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@124ac145, org.semanticweb.owlapi.rio.RioJsonStorerFactory@48840594, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@24e83d19, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@188cbcde, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@14823f76, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@2def7a7a, org.semanticweb.owlapi.rio.RioN3StorerFactory@49c675f0, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@5c080ef3, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@7b6e5c12, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@eca6a74]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@35267fd4 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioJsonLDParserFactory@36a6bea6, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@9b21bd3, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@65a48602, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@42ea287, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@397ef2, org.semanticweb.owlapi.rio.RioTrixParserFactory@7903d448, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@75483843, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@14ef2482, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@a62c7cd, org.semanticweb.owlapi.rio.RioTrigParserFactory@65c33b92, org.semanticweb.owlapi.rio.RioTurtleParserFactory@4e08acf9, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@7c36db44, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@1f0b3cfe, org.semanticweb.owlapi.rio.RioJsonParserFactory@44e93c1f, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@78cd163b, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@336206d8, org.semanticweb.owlapi.rio.RioRDFaParserFactory@7661b5a, org.semanticweb.owlapi.rio.RioN3ParserFactory@42373389]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@5ec4ff02]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@2b2f5fcf, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@7efd28bd, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@6c008c24, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@4068102e, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@312b34e3, org.semanticweb.owlapi.rio.RioJsonStorerFactory@858d8b4, org.semanticweb.owlapi.rio.RioN3StorerFactory@711d1a52, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@fcc6023, org.semanticweb.owlapi.rio.RioTrigStorerFactory@672b72ba, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@1a865273, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@21079a12, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@612e21b9, org.semanticweb.owlapi.rio.RioTrixStorerFactory@7718a40f, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@44bd4b0a, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@67c5ac52, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@302edb74, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@288ca5f0, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@1f11f64e, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@26844abb, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@216e0771]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner) Materializing TBox... materialising concepts materialising object properties ... finished materialising object properties. materialising datatype properties finished materialising data properties. ...TBox materialised in 64 ms. Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@5e519ad3 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@4da6d664, org.semanticweb.owlapi.rio.RioTrixParserFactory@30b131b2, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@6cff61fc, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@337bbfdf, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@524a076e, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@5b5e7036, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@7bc44ce8, org.semanticweb.owlapi.rio.RioRDFaParserFactory@52d97ab6, org.semanticweb.owlapi.rio.RioJsonParserFactory@58472096, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@53e800f9, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@62dbe64e, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@7baf1f5a, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@6e0c6a7a, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@467b684d, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@59072e9d, org.semanticweb.owlapi.rio.RioTrigParserFactory@5e5af8e1, org.semanticweb.owlapi.rio.RioTurtleParserFactory@2924f1d8, org.semanticweb.owlapi.rio.RioN3ParserFactory@a92be4f]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@6cc86152]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioTrigStorerFactory@2aff9dff, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@65e21ce3, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@522bf64e, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@6c3659be, org.semanticweb.owlapi.rio.RioTrixStorerFactory@5f0f9947, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@5af8bb51, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@28da7d11, org.semanticweb.owlapi.rio.RioJsonStorerFactory@7fe82967, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@611a990b, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@4b65d9f4, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@c3edf4c, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@2e66bc32, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@54d8c20d, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@799ed4e8, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@44536de4, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@7cbeac65, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@1aad0b1, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@4d95a72e, org.semanticweb.owlapi.rio.RioN3StorerFactory@50850539, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@5fcfde70]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). classHierarchy: Thing AbstractComment Comment Rating PriorityRating QualityRating Vote AbstractReferencePoint ApplicationPointer ApplicationState Keyword DefinedKeyword Topic AbstractRequirement Goal Requirement AllocatedRequirement CustomerRequirement DerivedRequirement DesignRequirement FunctionalRequirement PerformanceRequirement QualityRequirement Scenario TextualScenario AbstractSource Document Stakeholder Author Creditor Customer Government Programmer SeniorManagementStaff TradeUnion SystemRequirement Image Concept Document object properties: [broader, comments, conflicts, cui, defines, depentsOn, details, documentation, entails, invalidates, isCommentedBy, isCreatedBy, isDefinedBy, isDetailedBy, isInvalidFor, isLeadingTo, isRedundant, isRelated, isReleatedTo, isSimilarTo, leadsTo, rates, refersTo, relevantRequirements, specifies, undirectedrelation, votes, willLeadTo, taggedWithTag] Numeric Splits: {averageRate=[], rate=[]} start class:Thing Computing linear combination... @relation rel @attribute t {0,1} @data 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 more accurate (15.62%) class expression found after 91ms: Thing computeM BOOL DPs:[] Numeric DPs:[averageRate, rate] most general properties: `broader=0 `comments=4 `cui=0 `defines=5 `depentsOn=1 `details=1 `documentation=0 `entails=1 `invalidates=0 `isCommentedBy=1 `isCreatedBy=1 `isDefinedBy=2 `isDetailedBy=1 `isInvalidFor=0 `isLeadingTo=1 `isReleatedTo=0 `leadsTo=5 `rates=1 `refersTo=1 `relevantRequirements=5 `specifies=3 `undirectedrelation=0 `votes=1 `willLeadTo=1 `taggedWithTag=0 m: {1=[AbstractComment, AbstractReferencePoint, AbstractRequirement, AbstractSource, SystemRequirement, Image, Concept, Document], 2=[not (AllocatedRequirement), not (ApplicationPointer), not (ApplicationState), not (Author), not (Comment), not (Creditor), not (Customer), not (CustomerRequirement), not (DerivedRequirement), not (DesignRequirement), not (Document), not (FunctionalRequirement), not (Goal), not (Government), not (PerformanceRequirement), not (PriorityRating), not (Programmer), not (QualityRating), not (QualityRequirement), not (SeniorManagementStaff), not (SystemRequirement), not (TextualScenario), not (Topic), not (TradeUnion), not (Vote), not (Image), not (Concept), not (Document)], 3=[broader some Thing, comments some Thing, cui some Thing, defines some Thing, depentsOn some Thing, details some Thing, documentation some Thing, entails some Thing, invalidates some Thing, isCommentedBy some Thing, isCreatedBy some Thing, isDefinedBy some Thing, isDetailedBy some Thing, isInvalidFor some Thing, isLeadingTo some Thing, isReleatedTo some Thing, leadsTo some Thing, rates some Thing, refersTo some Thing, relevantRequirements some Thing, specifies some Thing, undirectedrelation some Thing, votes some Thing, willLeadTo some Thing, taggedWithTag some Thing, broader only Thing, comments only Thing, cui only Thing, defines only Thing, depentsOn only Thing, details only Thing, documentation only Thing, entails only Thing, invalidates only Thing, isCommentedBy only Thing, isCreatedBy only Thing, isDefinedBy only Thing, isDetailedBy only Thing, isInvalidFor only Thing, isLeadingTo only Thing, isReleatedTo only Thing, leadsTo only Thing, rates only Thing, refersTo only Thing, relevantRequirements only Thing, specifies only Thing, undirectedrelation only Thing, votes only Thing, willLeadTo only Thing, taggedWithTag only Thing], 4=[comments max 3 Thing, defines max 4 Thing, depentsOn max 0 Thing, details max 0 Thing, entails max 0 Thing, isCommentedBy max 0 Thing, isCreatedBy max 0 Thing, isDefinedBy max 1 Thing, isDetailedBy max 0 Thing, isLeadingTo max 0 Thing, leadsTo max 4 Thing, rates max 0 Thing, refersTo max 0 Thing, relevantRequirements max 4 Thing, specifies max 2 Thing, votes max 0 Thing, willLeadTo max 0 Thing]} Jul 30, 2019 11:33:44 AM com.github.fommil.jni.JniLoader liberalLoad INFO: successfully loaded /tmp/jniloader3072760689971667240netlib-native_system-linux-x86_64.so === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 360ms more accurate (43.75%) class expression found after 460ms: not (PerformanceRequirement) more accurate (62.50%) class expression found after 750ms: (not (FunctionalRequirement)) and (not (PerformanceRequirement)) more accurate (100.00%) class expression found after 910ms: isCreatedBy some Customer Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,1,1,1,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,1,1,1,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,1,1,1,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,1,1,1,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,1,0 0,0,0,0,1,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,1,0 === Summary === Correctly Classified Instances 94 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 K&B Relative Info Score 7812.1625 % K&B Information Score 24.7899 bits 0.2637 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 0 bits 0 bits/instance Complexity improvement (Sf) 24.7899 bits 0.2637 bits/instance Mean absolute error 0 Root mean squared error 0 Relative absolute error 0 % Root relative squared error 0 % Total Number of Instances 94 Operation took 60ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 26ms m for AbstractSource and Document: {1=[], 2=[], 3=[leadsTo some Thing, leadsTo only Thing], 4=[leadsTo max 4 Thing]} m for SystemRequirement: {1=[AbstractRequirement], 2=[not (AbstractRequirement)], 3=[], 4=[]} m for AbstractRequirement: {1=[Goal, Requirement, Scenario, SystemRequirement], 2=[not (CustomerRequirement), not (DerivedRequirement), not (DesignRequirement), not (FunctionalRequirement), not (Goal), not (PerformanceRequirement), not (QualityRequirement), not (Requirement), not (Scenario), not (SystemRequirement), not (TextualScenario)], 3=[depentsOn some Thing, details some Thing, entails some Thing, isCommentedBy some Thing, isCreatedBy some Thing, isDefinedBy some Thing, isDetailedBy some Thing, isLeadingTo some Thing, refersTo some Thing, willLeadTo some Thing, depentsOn only Thing, details only Thing, entails only Thing, isCommentedBy only Thing, isCreatedBy only Thing, isDefinedBy only Thing, isDetailedBy only Thing, isLeadingTo only Thing, refersTo only Thing, willLeadTo only Thing], 4=[depentsOn max 0 Thing, details max 0 Thing, entails max 0 Thing, isCommentedBy max 0 Thing, isCreatedBy max 0 Thing, isDefinedBy max 1 Thing, isDetailedBy max 0 Thing, isLeadingTo max 0 Thing, refersTo max 0 Thing, willLeadTo max 0 Thing]} m for AbstractReferencePoint: {1=[ApplicationState, Keyword], 2=[not (ApplicationState), not (DefinedKeyword), not (Keyword), not (Topic)], 3=[relevantRequirements some Thing, specifies some Thing, relevantRequirements only Thing, specifies only Thing], 4=[relevantRequirements max 4 Thing, specifies max 2 Thing]} m for Author: {1=[], 2=[], 3=[defines some Thing, votes some Thing, defines only Thing, votes only Thing], 4=[defines max 4 Thing, votes max 0 Thing]} m for AbstractComment: {1=[Comment, Rating, Vote], 2=[not (Comment), not (QualityRating), not (Rating), not (Vote)], 3=[comments some Thing, isDefinedBy some Thing, rates some Thing, comments only Thing, isDefinedBy only Thing, rates only Thing], 4=[comments max 3 Thing, isDefinedBy max 1 Thing, rates max 0 Thing]} m for Thing and (AbstractComment or AbstractRequirement or Keyword): {1=[AbstractComment, AbstractReferencePoint, AbstractRequirement, SystemRequirement], 2=[not (AbstractComment), not (AbstractReferencePoint), not (AbstractRequirement), not (Comment), not (CustomerRequirement), not (DefinedKeyword), not (DerivedRequirement), not (DesignRequirement), not (FunctionalRequirement), not (Goal), not (Keyword), not (PerformanceRequirement), not (QualityRating), not (QualityRequirement), not (Rating), not (Requirement), not (Scenario), not (SystemRequirement), not (TextualScenario), not (Topic), not (Vote)], 3=[comments some Thing, depentsOn some Thing, details some Thing, entails some Thing, isCommentedBy some Thing, isCreatedBy some Thing, isDefinedBy some Thing, isDetailedBy some Thing, isLeadingTo some Thing, rates some Thing, refersTo some Thing, relevantRequirements some Thing, specifies some Thing, willLeadTo some Thing, comments only Thing, depentsOn only Thing, details only Thing, entails only Thing, isCommentedBy only Thing, isCreatedBy only Thing, isDefinedBy only Thing, isDetailedBy only Thing, isLeadingTo only Thing, rates only Thing, refersTo only Thing, relevantRequirements only Thing, specifies only Thing, willLeadTo only Thing], 4=[comments max 3 Thing, depentsOn max 0 Thing, details max 0 Thing, entails max 0 Thing, isCommentedBy max 0 Thing, isCreatedBy max 0 Thing, isDefinedBy max 1 Thing, isDetailedBy max 0 Thing, isLeadingTo max 0 Thing, rates max 0 Thing, refersTo max 0 Thing, relevantRequirements max 4 Thing, specifies max 2 Thing, willLeadTo max 0 Thing]} Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 27ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 23ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 18ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 17ms m for Customer: {1=[], 2=[], 3=[], 4=[]} Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 16ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 15ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 16ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 15ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 18ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 14ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 13ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 12ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 13ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 17ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 12ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 12ms Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 12ms Algorithm terminated successfully (time: 20s 1ms, 39037 descriptions tested, 13980 nodes in the search tree). number of retrievals: 41689 retrieval reasoning time: 4s 110ms ( 0ms per retrieval) number of instance checks: 2195 (0 multiple) instance check reasoning time: 6ms ( 0ms per instance check) (complex) subsumption checks: 524 (0 multiple) subsumption reasoning time: 1s 111ms ( 2ms per subsumption check) overall reasoning time: 5s 909ms solutions: 1: isCreatedBy some Customer 100.00% 2: isCreatedBy some (Customer or Document) 100.00% 3: isCreatedBy some (Customer or Concept) 100.00% 4: isCreatedBy some (Customer or Image) 100.00% 5: isCreatedBy some (Customer or TradeUnion) 100.00% 6: isCreatedBy some (Customer or SystemRequirement) 100.00% 7: isCreatedBy some (Customer or SeniorManagementStaff) 100.00% 8: isCreatedBy some (Customer or Rating) 100.00% 9: isCreatedBy some (Customer or Document) 100.00% 10: isCreatedBy some (Creditor or Customer) 100.00% Computing linear combination... @relation rel @attribute C_0 numeric @attribute C_1 numeric @attribute C_2 numeric @attribute C_3 numeric @attribute C_4 numeric @attribute t {0,1} @data 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 1,1,1,1,1,1 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 0,0,0,0,0,0 === Summary === Correctly Classified Instances 90 95.7447 % Incorrectly Classified Instances 4 4.2553 % Kappa statistic 0 K&B Relative Info Score 433.5572 % K&B Information Score 1.3758 bits 0.0146 bits/instance Class complexity | order 0 24.7899 bits 0.2637 bits/instance Class complexity | scheme 24.8735 bits 0.2646 bits/instance Complexity improvement (Sf) -0.0836 bits -0.0009 bits/instance Mean absolute error 0.0817 Root mean squared error 0.2033 Relative absolute error 89.4343 % Root relative squared error 99.8984 % Total Number of Instances 94 Operation took 13ms [INFO] Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 22.641 s - in org.dllearner.algorithms.miles.MILESTest [INFO] Running org.dllearner.algorithms.probabilistic.structure.unife.leap.LEAPTest Current dir: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext Test case 1 - Equivalent axioms Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@512575e9 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@7a360554, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@4bc33720, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@6f1a16fe, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@57562473, org.semanticweb.owlapi.rio.RioJsonParserFactory@33634f04, org.semanticweb.owlapi.rio.RioRDFaParserFactory@6192a5d5, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@3722c145, org.semanticweb.owlapi.rio.RioTrigParserFactory@4cbc2e3b, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@2dd0f797, org.semanticweb.owlapi.rio.RioTrixParserFactory@2975a9e, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@2373ad99, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@48a0c8aa, org.semanticweb.owlapi.rio.RioTurtleParserFactory@765ffb14, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@424de326, org.semanticweb.owlapi.rio.RioN3ParserFactory@4993febc, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@4a7fd0c9, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@7601bc96, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@67064bdc]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@18578491]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@4d18b73a, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@4e49ce2b, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@177515d1, org.semanticweb.owlapi.rio.RioJsonStorerFactory@53d13cd4, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@435cc7f9, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@480ad82c, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@1b7a52dd, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@136965e3, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@53c6f96d, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@4364712f, org.semanticweb.owlapi.rio.RioTrixStorerFactory@4c2af006, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@3291b443, org.semanticweb.owlapi.rio.RioTrigStorerFactory@52ff99cd, org.semanticweb.owlapi.rio.RioN3StorerFactory@77865933, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@7b676112, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@671c4166, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@5578be42, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@44032fde, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@7f93dd4e, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@5ad5be4a]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit' is not recognized. entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'entityExpansionLimit' is not recognized. Total number of triples: 27 Loaded OntologyID(OntologyIRI(<http://example.com/father>) VersionIRI(<null>)) Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner) Materializing TBox... materialising concepts materialising object properties ... finished materialising object properties. materialising datatype properties finished materialising data properties. ...TBox materialised in 0 ms. Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@7d0d91a1 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioTurtleParserFactory@5c83ae01, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@2fdf17dc, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@2d64c100, org.semanticweb.owlapi.rio.RioRDFaParserFactory@3d64c581, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@201c3cda, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@5ec5ea63, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@650ae78c, org.semanticweb.owlapi.rio.RioTrixParserFactory@47d023b7, org.semanticweb.owlapi.rio.RioJsonParserFactory@4c86da0c, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@79c5460e, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@7fb48179, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@6e6d4780, org.semanticweb.owlapi.rio.RioN3ParserFactory@5d97caa4, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@6732726, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@474821de, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@2e73d5eb, org.semanticweb.owlapi.rio.RioTrigParserFactory@4190bc8a, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@69d45cca]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@7d904ff1]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@1b495d4, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@655a01d8, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@c269425, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@7ff8a9dc, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@1507c3c3, org.semanticweb.owlapi.rio.RioJsonStorerFactory@2cde651b, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@2d38edfd, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@22a10ac6, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@51d719bc, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@503df2d0, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@3bb87d36, org.semanticweb.owlapi.rio.RioTrigStorerFactory@7f37b6d9, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@6e43ddd6, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@12fe1f28, org.semanticweb.owlapi.rio.RioN3StorerFactory@534e58b6, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@5e1dde44, org.semanticweb.owlapi.rio.RioTrixStorerFactory@71e35c4, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@4f94e148, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@26fb4d06, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@c29fe36]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). DEBUG (EDGE.java:63) - Initializing EDGE Initializing EDGE classHierarchy: Thing person female male father object properties: [hasChild] Numeric Splits: {} Debug logger: true DEBUG (AbstractLEAP.java:129) - getting the individuals getting the individuals DEBUG (AbstractLEAP.java:166) - convert the individuals into assertional axioms convert the individuals into assertional axioms Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@6fc6deb7 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@77f68df, org.semanticweb.owlapi.rio.RioN3ParserFactory@1df1ced0, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@7e7f3cfd, org.semanticweb.owlapi.rio.RioRDFaParserFactory@2aaf152b, org.semanticweb.owlapi.rio.RioTrixParserFactory@11c3ff67, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@3e4e4c1, org.semanticweb.owlapi.rio.RioTrigParserFactory@27fe9713, org.semanticweb.owlapi.rio.RioTurtleParserFactory@4397a639, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@5349b246, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@77114efe, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@3ae126d1, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@24841372, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@7da39774, org.semanticweb.owlapi.rio.RioJsonParserFactory@441b8382, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@39bbd9e0, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@79a7bfbc, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@32b0876c, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@367f0121]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@46a488c2]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@43fda8d9, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@285c6918, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@ef60710, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@7ee8130e, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@4288d98e, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@65ddee5a, org.semanticweb.owlapi.rio.RioJsonStorerFactory@56399b9e, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@53a7a60c, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@600f5704, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@44b21f9f, org.semanticweb.owlapi.rio.RioTrixStorerFactory@6a87026, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@2503ec73, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@5e1fc42f, org.semanticweb.owlapi.rio.RioTrigStorerFactory@28bdbe88, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@169268a7, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@6242ae3b, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@6296474f, org.semanticweb.owlapi.rio.RioN3StorerFactory@34b9eb03, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@49d831c2, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@606f81b5]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@78a0ff63 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioRDFaParserFactory@7c2dfa2, org.semanticweb.owlapi.rio.RioTrixParserFactory@59ce792e, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@1bb15351, org.semanticweb.owlapi.rio.RioJsonParserFactory@326d27ac, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@50f097b5, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@4fa822ad, org.semanticweb.owlapi.rio.RioTrigParserFactory@4b0b64cc, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@597f0937, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@661d88a, org.semanticweb.owlapi.rio.RioN3ParserFactory@4d499d65, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@7c601d50, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@7add838c, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@79b2852b, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@5cc9d3d0, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@404db674, org.semanticweb.owlapi.rio.RioTurtleParserFactory@4860827a, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@3662bdff, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@313f8301]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@6b6b3572]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@65d8dff8, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@4730e0f0, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@2149594a, org.semanticweb.owlapi.rio.RioTrigStorerFactory@3ed34ef5, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@2d5ef498, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@380e1909, org.semanticweb.owlapi.rio.RioN3StorerFactory@24d61e4, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@444f44c5, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@10db6131, org.semanticweb.owlapi.rio.RioJsonStorerFactory@303f1234, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@77c233af, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@2f521c4, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@1f1e58ca, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@1b7332a7, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@57f847af, org.semanticweb.owlapi.rio.RioTrixStorerFactory@553bc36c, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@506a1372, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@4afbb6c2, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@6c6017b9, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@95eb320]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). DEBUG (LEAP.java:71) - Starting structure learner LEAP Starting structure learner LEAP start class:Thing more accurate (75.00%) class expression found after 0ms: Thing computeM BOOL DPs:[] Numeric DPs:[] most general properties: `hasChild=1 m: {1=[person], 2=[not (father), not (female)], 3=[hasChild some Thing, hasChild only Thing], 4=[hasChild max 0 Thing]} more accurate (100.00%) class expression found after 5ms: hasChild some person m for person: {1=[female, male], 2=[not (father), not (female), not (male)], 3=[hasChild some Thing, hasChild only Thing], 4=[hasChild max 0 Thing]} Algorithm terminated successfully (time: 10s 0ms, 10194 descriptions tested, 6979 nodes in the search tree). number of retrievals: 10339 retrieval reasoning time: 107ms ( 0ms per retrieval) number of instance checks: 56 (0 multiple) instance check reasoning time: 0ms ( 0ms per instance check) (complex) subsumption checks: 299 (0 multiple) subsumption reasoning time: 19ms ( 0ms per subsumption check) overall reasoning time: 127ms solutions: 1: hasChild some person 100.00% 2: female or (hasChild some person) 100.00% 3: male and (hasChild some person) 100.00% 4: (not (male)) or (hasChild some person) 100.00% 5: (not (female)) and (hasChild some person) 100.00% 6: (hasChild some female) or (hasChild some male) 100.00% 7: male and (father or (hasChild some person)) 100.00% 8: male and (father or (hasChild some male)) 100.00% 9: male and (father or (hasChild some female)) 100.00% 10: male and (father or (hasChild some father)) 100.00% INFO (LEAP.java:99) - Start greedy search Start greedy search DEBUG (LEAP.java:169) - Initial Log-likelihood: -41.44653 Initial Log-likelihood: -41.44653 Creation of the learned ontology... Successful creation of the learned ontology Ontology created in 1.0 (ms) INFO (LEAP.java:192) - Type of axiom to learn: equivalentClasses axioms Type of axiom to learn: equivalentClasses axioms INFO (LEAP.java:195) - number of axiom chunks: 10 number of axiom chunks: 10 INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo hasChild some person Adding axiom: learnedClass EquivalentTo hasChild some person INFO (LEAP.java:211) - Running parameter learner Running parameter learner # examples: 3 # positive examples: 3 # examples: 4 # negative examples: 1 Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 9 probabilistic axiom Probability Map computed. Size: 9 Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 9 probabilistic axiom Probability Map computed. Size: 9 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild domain person stefan hasChild markus MUPS 1: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Domain person, stefan hasChild markus] Removing axiom: learnedClass EquivalentTo hasChild some person 0 more removed: [] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: markus hasChild anna 1 more removed: [learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 1 more removed: [learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: stefan hasChild markus 1 more removed: [learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) learnedClass equivalentTo hasChild some person martin hasChild heinz hasChild range person MUPS 1: [learnedClass EquivalentTo hasChild some person, martin hasChild heinz, hasChild Range person] Removing axiom: learnedClass EquivalentTo hasChild some person 0 more removed: [] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: martin hasChild heinz 1 more removed: [learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 1 more removed: [learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild range person MUPS 1: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Range person] Removing axiom: learnedClass EquivalentTo hasChild some person 0 more removed: [] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: markus hasChild anna 1 more removed: [learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 1 more removed: [learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 9 - n. of examples: 4 stefan Type learnedClass - prob: 0.71989 - tag: 1 - #vars: 2 martin Type learnedClass - prob: 0.64265 - tag: 2 - #vars: 2 markus Type learnedClass - prob: 0.64265 - tag: 3 - #vars: 2 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.21298 cycle: 1 EM cycle: 2 Log-likelihood: 0.00000 cycle: 2 EM cycle: 3 Log-likelihood: 0.00000 cycle: 3 EM completed. Final Log-Likelihood: 0.00000 Name | Total (ms) =========================== main | 85 init | 21 Bundle | 49 Bundle.init | 0 Bundle.explain | 41 Bundle.BDDCalc | 1 EM | 4 INFO (LEAP.java:214) - Current Log-Likelihood: 0.00000 Current Log-Likelihood: 0.00000 INFO (LEAP.java:254) - Log-Likelihood enhanced. Updating ontologies... Log-Likelihood enhanced. Updating ontologies... DEBUG (LEAP.java:318) - Updating ontology Updating ontology Creation of the learned ontology... Successful creation of the learned ontology Ontology created in 2.0 (ms) DEBUG (LEAP.java:321) - Ontology Updated Ontology Updated INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo female or (hasChild some person) Adding axiom: learnedClass EquivalentTo female or (hasChild some person) INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus learnedClass equivalentTo ( female or hasChild some person ) MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, learnedClass EquivalentTo female or (hasChild some person)] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus learnedClass equivalentTo ( female or hasChild some person ) hasChild range person MUPS 2: [stefan hasChild markus, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: learnedClass EquivalentTo female or (hasChild some person) 1 more removed: [markus hasChild anna] 3) learnedClass equivalentTo hasChild some person stefan hasChild markus hasChild range person MUPS 3: [learnedClass EquivalentTo hasChild some person, stefan hasChild markus, hasChild Range person] Removing axiom: stefan hasChild markus 2 more removed: [markus hasChild anna, learnedClass EquivalentTo female or (hasChild some person)] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild Range person 2 more removed: [markus hasChild anna, learnedClass EquivalentTo female or (hasChild some person)] 4) learnedClass equivalentTo hasChild some person male subClassOf person stefan hasChild markus markus type male MUPS 4: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, stefan hasChild markus, markus Type male] Removing axiom: stefan hasChild markus 3 more removed: [markus hasChild anna, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: learnedClass EquivalentTo hasChild some person 3 more removed: [markus hasChild anna, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: male SubClassOf person 4 more removed: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 5 more removed: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild Range person Removing axiom: learnedClass EquivalentTo hasChild some person 5 more removed: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: learnedClass EquivalentTo hasChild some person Restoring axiom: learnedClass EquivalentTo female or (hasChild some person) Removing axiom: hasChild Range person 5 more removed: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: learnedClass EquivalentTo female or (hasChild some person) 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] 5) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild domain person stefan hasChild markus MUPS 5: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Domain person, stefan hasChild markus] Removing axiom: stefan hasChild markus 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: learnedClass EquivalentTo hasChild some person 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: markus hasChild anna 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Restoring axiom: learnedClass EquivalentTo female or (hasChild some person) Removing axiom: hasChild Domain person 5 more removed: [learnedClass EquivalentTo hasChild some person, hasChild Domain person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz learnedClass equivalentTo ( female or hasChild some person ) hasChild range person MUPS 1: [martin hasChild heinz, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Removing axiom: martin hasChild heinz 0 more removed: [] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: learnedClass EquivalentTo female or (hasChild some person) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person martin hasChild heinz hasChild range person MUPS 2: [learnedClass EquivalentTo hasChild some person, martin hasChild heinz, hasChild Range person] Removing axiom: martin hasChild heinz 1 more removed: [learnedClass EquivalentTo female or (hasChild some person)] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 1 more removed: [learnedClass EquivalentTo female or (hasChild some person)] 3) learnedClass equivalentTo hasChild some person heinz type male male subClassOf person martin hasChild heinz MUPS 3: [learnedClass EquivalentTo hasChild some person, heinz Type male, male SubClassOf person, martin hasChild heinz] Removing axiom: martin hasChild heinz 2 more removed: [learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: learnedClass EquivalentTo hasChild some person 2 more removed: [learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: heinz Type male 3 more removed: [learnedClass EquivalentTo hasChild some person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 3 more removed: [learnedClass EquivalentTo hasChild some person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: learnedClass EquivalentTo hasChild some person 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: learnedClass EquivalentTo hasChild some person Restoring axiom: learnedClass EquivalentTo female or (hasChild some person) Removing axiom: hasChild Range person 4 more removed: [learnedClass EquivalentTo hasChild some person, male SubClassOf person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna learnedClass equivalentTo ( female or hasChild some person ) hasChild range person MUPS 1: [markus hasChild anna, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Removing axiom: markus hasChild anna 0 more removed: [] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: learnedClass EquivalentTo female or (hasChild some person) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild range person MUPS 2: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Range person] Removing axiom: markus hasChild anna 1 more removed: [learnedClass EquivalentTo female or (hasChild some person)] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 1 more removed: [learnedClass EquivalentTo female or (hasChild some person)] 3) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild domain person anna hasChild heinz MUPS 3: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Domain person, anna hasChild heinz] Removing axiom: markus hasChild anna 2 more removed: [learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: learnedClass EquivalentTo hasChild some person 2 more removed: [learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: hasChild Domain person 3 more removed: [learnedClass EquivalentTo hasChild some person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 4 more removed: [learnedClass EquivalentTo hasChild some person, hasChild Domain person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: learnedClass EquivalentTo hasChild some person 4 more removed: [learnedClass EquivalentTo hasChild some person, hasChild Domain person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: learnedClass EquivalentTo hasChild some person Restoring axiom: learnedClass EquivalentTo female or (hasChild some person) Removing axiom: hasChild Range person 4 more removed: [learnedClass EquivalentTo hasChild some person, hasChild Domain person, learnedClass EquivalentTo female or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.79105 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.75738 - tag: 2 - #vars: 4 markus Type learnedClass - prob: 0.76136 - tag: 3 - #vars: 4 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -0.78494 cycle: 1 EM cycle: 2 Log-likelihood: -0.22112 cycle: 2 EM cycle: 3 Log-likelihood: -0.14687 cycle: 3 EM cycle: 4 Log-likelihood: -0.11459 cycle: 4 EM cycle: 5 Log-likelihood: -0.09587 cycle: 5 EM cycle: 6 Log-likelihood: -0.08346 cycle: 6 EM cycle: 7 Log-likelihood: -0.07450 cycle: 7 EM cycle: 8 Log-likelihood: -0.06768 cycle: 8 EM cycle: 9 Log-likelihood: -0.06227 cycle: 9 EM cycle: 10 Log-likelihood: -0.05786 cycle: 10 EM cycle: 11 Log-likelihood: -0.05416 cycle: 11 EM cycle: 12 Log-likelihood: -0.05102 cycle: 12 EM cycle: 13 Log-likelihood: -0.04833 cycle: 13 EM cycle: 14 Log-likelihood: -0.04598 cycle: 14 EM cycle: 15 Log-likelihood: -0.04391 cycle: 15 EM cycle: 16 Log-likelihood: -0.04205 cycle: 16 EM cycle: 17 Log-likelihood: -0.04039 cycle: 17 EM cycle: 18 Log-likelihood: -0.03890 cycle: 18 EM cycle: 19 Log-likelihood: -0.03753 cycle: 19 EM cycle: 20 Log-likelihood: -0.03628 cycle: 20 EM cycle: 21 Log-likelihood: -0.03515 cycle: 21 EM cycle: 22 Log-likelihood: -0.03408 cycle: 22 EM cycle: 23 Log-likelihood: -0.03310 cycle: 23 EM cycle: 24 Log-likelihood: -0.03223 cycle: 24 EM cycle: 25 Log-likelihood: -0.03138 cycle: 25 EM cycle: 26 Log-likelihood: -0.03059 cycle: 26 EM cycle: 27 Log-likelihood: -0.02985 cycle: 27 EM cycle: 28 Log-likelihood: -0.02916 cycle: 28 EM cycle: 29 Log-likelihood: -0.02849 cycle: 29 EM cycle: 30 Log-likelihood: -0.02787 cycle: 30 EM cycle: 31 Log-likelihood: -0.02729 cycle: 31 EM cycle: 32 Log-likelihood: -0.02677 cycle: 32 EM cycle: 33 Log-likelihood: -0.02621 cycle: 33 EM cycle: 34 Log-likelihood: -0.02574 cycle: 34 EM cycle: 35 Log-likelihood: -0.02526 cycle: 35 EM cycle: 36 Log-likelihood: -0.02483 cycle: 36 EM cycle: 37 Log-likelihood: -0.02438 cycle: 37 EM cycle: 38 Log-likelihood: -0.02395 cycle: 38 EM cycle: 39 Log-likelihood: -0.02358 cycle: 39 EM cycle: 40 Log-likelihood: -0.02322 cycle: 40 EM cycle: 41 Log-likelihood: -0.02284 cycle: 41 EM cycle: 42 Log-likelihood: -0.02250 cycle: 42 EM cycle: 43 Log-likelihood: -0.02216 cycle: 43 EM cycle: 44 Log-likelihood: -0.02183 cycle: 44 EM cycle: 45 Log-likelihood: -0.02151 cycle: 45 EM cycle: 46 Log-likelihood: -0.02121 cycle: 46 EM cycle: 47 Log-likelihood: -0.02095 cycle: 47 EM completed. Final Log-Likelihood: -0.02095 Name | Total (ms) =========================== main | 89 init | 1 Bundle | 67 Bundle.init | 0 Bundle.explain | 63 Bundle.BDDCalc | 2 EM | 19 INFO (LEAP.java:214) - Current Log-Likelihood: -0.02095 Current Log-Likelihood: -0.02095 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo male and (hasChild some person) Adding axiom: learnedClass EquivalentTo male and (hasChild some person) WARN (AbstractLEAP.java:428) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:207) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:208) - Trying with the next class expression Trying with the next class expression INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) Adding axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) learnedClass equivalentTo ( not male or hasChild some person ) markus hasChild anna hasChild domain person stefan hasChild markus MUPS 1: [learnedClass EquivalentTo (not (male)) or (hasChild some person), markus hasChild anna, hasChild Domain person, stefan hasChild markus] Removing axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild domain person stefan hasChild markus MUPS 2: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Domain person, stefan hasChild markus] Removing axiom: markus hasChild anna 1 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person)] 3) learnedClass equivalentTo hasChild some person stefan hasChild markus hasChild range person MUPS 3: [learnedClass EquivalentTo hasChild some person, stefan hasChild markus, hasChild Range person] Removing axiom: stefan hasChild markus 2 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), markus hasChild anna] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: learnedClass EquivalentTo hasChild some person 2 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), markus hasChild anna] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: hasChild Range person 3 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, markus hasChild anna] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 3 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild Domain person 3 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Range person] MUPS 3: [learnedClass EquivalentTo hasChild some person, stefan hasChild markus, hasChild Range person] Removing axiom: stefan hasChild markus 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: learnedClass EquivalentTo hasChild some person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: hasChild Range person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: hasChild Domain person Removing axiom: learnedClass EquivalentTo hasChild some person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: learnedClass EquivalentTo hasChild some person Restoring axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) Removing axiom: stefan hasChild markus 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: markus hasChild anna 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) learnedClass equivalentTo ( not male or hasChild some person ) martin hasChild heinz hasChild range person MUPS 1: [learnedClass EquivalentTo (not (male)) or (hasChild some person), martin hasChild heinz, hasChild Range person] Removing axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person martin hasChild heinz hasChild range person MUPS 2: [learnedClass EquivalentTo hasChild some person, martin hasChild heinz, hasChild Range person] Removing axiom: martin hasChild heinz 1 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person)] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 1 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person)] 3) learnedClass equivalentTo hasChild some person heinz type male male subClassOf person martin hasChild heinz MUPS 3: [learnedClass EquivalentTo hasChild some person, heinz Type male, male SubClassOf person, martin hasChild heinz] Removing axiom: martin hasChild heinz 2 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: learnedClass EquivalentTo hasChild some person 2 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), hasChild Range person] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: heinz Type male 3 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 3 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: learnedClass EquivalentTo hasChild some person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, male SubClassOf person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: learnedClass EquivalentTo hasChild some person Restoring axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) Removing axiom: martin hasChild heinz 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, male SubClassOf person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, male SubClassOf person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) learnedClass equivalentTo ( not male or hasChild some person ) markus hasChild anna hasChild range person MUPS 1: [learnedClass EquivalentTo (not (male)) or (hasChild some person), markus hasChild anna, hasChild Range person] Removing axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild range person MUPS 2: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Range person] Removing axiom: markus hasChild anna 1 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person)] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 1 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person)] 3) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild domain person anna hasChild heinz MUPS 3: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Domain person, anna hasChild heinz] Removing axiom: markus hasChild anna 2 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: learnedClass EquivalentTo hasChild some person 2 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), hasChild Range person] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: hasChild Domain person 3 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: learnedClass EquivalentTo hasChild some person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: learnedClass EquivalentTo hasChild some person Restoring axiom: learnedClass EquivalentTo (not (male)) or (hasChild some person) Removing axiom: markus hasChild anna 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 4 more removed: [learnedClass EquivalentTo (not (male)) or (hasChild some person), learnedClass EquivalentTo hasChild some person, hasChild Domain person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.72690 - tag: 1 - #vars: 4 martin Type learnedClass - prob: 0.75738 - tag: 2 - #vars: 4 markus Type learnedClass - prob: 0.76136 - tag: 3 - #vars: 4 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -0.86953 cycle: 1 EM cycle: 2 Log-likelihood: -0.27628 cycle: 2 EM cycle: 3 Log-likelihood: -0.19277 cycle: 3 EM cycle: 4 Log-likelihood: -0.15547 cycle: 4 EM cycle: 5 Log-likelihood: -0.13352 cycle: 5 EM cycle: 6 Log-likelihood: -0.11868 cycle: 6 EM cycle: 7 Log-likelihood: -0.10786 cycle: 7 EM cycle: 8 Log-likelihood: -0.09954 cycle: 8 EM cycle: 9 Log-likelihood: -0.09284 cycle: 9 EM cycle: 10 Log-likelihood: -0.08736 cycle: 10 EM cycle: 11 Log-likelihood: -0.08275 cycle: 11 EM cycle: 12 Log-likelihood: -0.07881 cycle: 12 EM cycle: 13 Log-likelihood: -0.07536 cycle: 13 EM cycle: 14 Log-likelihood: -0.07235 cycle: 14 EM cycle: 15 Log-likelihood: -0.06966 cycle: 15 EM cycle: 16 Log-likelihood: -0.06729 cycle: 16 EM cycle: 17 Log-likelihood: -0.06513 cycle: 17 EM cycle: 18 Log-likelihood: -0.06319 cycle: 18 EM cycle: 19 Log-likelihood: -0.06141 cycle: 19 EM cycle: 20 Log-likelihood: -0.05975 cycle: 20 EM cycle: 21 Log-likelihood: -0.05826 cycle: 21 EM cycle: 22 Log-likelihood: -0.05685 cycle: 22 EM cycle: 23 Log-likelihood: -0.05553 cycle: 23 EM cycle: 24 Log-likelihood: -0.05434 cycle: 24 EM cycle: 25 Log-likelihood: -0.05321 cycle: 25 EM cycle: 26 Log-likelihood: -0.05211 cycle: 26 EM cycle: 27 Log-likelihood: -0.05116 cycle: 27 EM cycle: 28 Log-likelihood: -0.05018 cycle: 28 EM cycle: 29 Log-likelihood: -0.04931 cycle: 29 EM cycle: 30 Log-likelihood: -0.04849 cycle: 30 EM cycle: 31 Log-likelihood: -0.04769 cycle: 31 EM cycle: 32 Log-likelihood: -0.04692 cycle: 32 EM cycle: 33 Log-likelihood: -0.04616 cycle: 33 EM cycle: 34 Log-likelihood: -0.04551 cycle: 34 EM cycle: 35 Log-likelihood: -0.04484 cycle: 35 EM cycle: 36 Log-likelihood: -0.04421 cycle: 36 EM cycle: 37 Log-likelihood: -0.04361 cycle: 37 EM cycle: 38 Log-likelihood: -0.04306 cycle: 38 EM cycle: 39 Log-likelihood: -0.04248 cycle: 39 EM cycle: 40 Log-likelihood: -0.04195 cycle: 40 EM cycle: 41 Log-likelihood: -0.04145 cycle: 41 EM cycle: 42 Log-likelihood: -0.04096 cycle: 42 EM cycle: 43 Log-likelihood: -0.04050 cycle: 43 EM cycle: 44 Log-likelihood: -0.04004 cycle: 44 EM cycle: 45 Log-likelihood: -0.03961 cycle: 45 EM cycle: 46 Log-likelihood: -0.03919 cycle: 46 EM cycle: 47 Log-likelihood: -0.03875 cycle: 47 EM cycle: 48 Log-likelihood: -0.03835 cycle: 48 EM cycle: 49 Log-likelihood: -0.03799 cycle: 49 EM cycle: 50 Log-likelihood: -0.03763 cycle: 50 EM cycle: 51 Log-likelihood: -0.03725 cycle: 51 EM cycle: 52 Log-likelihood: -0.03691 cycle: 52 EM cycle: 53 Log-likelihood: -0.03655 cycle: 53 EM cycle: 54 Log-likelihood: -0.03622 cycle: 54 EM cycle: 55 Log-likelihood: -0.03592 cycle: 55 EM cycle: 56 Log-likelihood: -0.03559 cycle: 56 EM cycle: 57 Log-likelihood: -0.03529 cycle: 57 EM cycle: 58 Log-likelihood: -0.03502 cycle: 58 EM completed. Final Log-Likelihood: -0.03502 Name | Total (ms) =========================== main | 64 init | 0 Bundle | 54 Bundle.init | 0 Bundle.explain | 50 Bundle.BDDCalc | 1 EM | 8 INFO (LEAP.java:214) - Current Log-Likelihood: -0.03502 Current Log-Likelihood: -0.03502 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo (not (female)) and (hasChild some person) Adding axiom: learnedClass EquivalentTo (not (female)) and (hasChild some person) WARN (AbstractLEAP.java:428) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:207) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:208) - Trying with the next class expression Trying with the next class expression INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) Adding axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) learnedClass equivalentTo ( hasChild some female or hasChild some male ) stefan hasChild markus markus type male MUPS 1: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), stefan hasChild markus, markus Type male] Removing axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild domain person stefan hasChild markus MUPS 2: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Domain person, stefan hasChild markus] Removing axiom: stefan hasChild markus 1 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male)] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: learnedClass EquivalentTo hasChild some person 1 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male)] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: markus hasChild anna 2 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 2 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Restoring axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) Removing axiom: stefan hasChild markus 3 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person, hasChild Domain person] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: markus Type male 3 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person, hasChild Domain person] Stop - satisfiable (early termination) Restoring axiom: markus Type male Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) learnedClass equivalentTo ( hasChild some female or hasChild some male ) heinz type male martin hasChild heinz MUPS 1: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), heinz Type male, martin hasChild heinz] Removing axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person martin hasChild heinz hasChild range person MUPS 2: [learnedClass EquivalentTo hasChild some person, martin hasChild heinz, hasChild Range person] Removing axiom: martin hasChild heinz 1 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male)] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: learnedClass EquivalentTo hasChild some person 1 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male)] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: hasChild Range person 2 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) Removing axiom: martin hasChild heinz 3 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: heinz Type male 3 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) learnedClass equivalentTo ( hasChild some female or hasChild some male ) markus hasChild anna anna type female MUPS 1: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), markus hasChild anna, anna Type female] Removing axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) 0 more removed: [] 2) learnedClass equivalentTo hasChild some person markus hasChild anna hasChild range person MUPS 2: [learnedClass EquivalentTo hasChild some person, markus hasChild anna, hasChild Range person] Removing axiom: markus hasChild anna 1 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male)] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: learnedClass EquivalentTo hasChild some person 1 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male)] Stop - satisfiable Restoring axiom: learnedClass EquivalentTo hasChild some person Removing axiom: hasChild Range person 2 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: learnedClass EquivalentTo (hasChild some female) or (hasChild some male) Removing axiom: markus hasChild anna 3 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: anna Type female 3 more removed: [learnedClass EquivalentTo (hasChild some female) or (hasChild some male), learnedClass EquivalentTo hasChild some person, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: anna Type female Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.78786 - tag: 1 - #vars: 3 martin Type learnedClass - prob: 0.79188 - tag: 2 - #vars: 3 markus Type learnedClass - prob: 0.79188 - tag: 3 - #vars: 3 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -0.70513 cycle: 1 EM cycle: 2 Log-likelihood: -0.16833 cycle: 2 EM cycle: 3 Log-likelihood: -0.10651 cycle: 3 EM cycle: 4 Log-likelihood: -0.08072 cycle: 4 EM cycle: 5 Log-likelihood: -0.06616 cycle: 5 EM cycle: 6 Log-likelihood: -0.05663 cycle: 6 EM cycle: 7 Log-likelihood: -0.04988 cycle: 7 EM cycle: 8 Log-likelihood: -0.04477 cycle: 8 EM cycle: 9 Log-likelihood: -0.04075 cycle: 9 EM cycle: 10 Log-likelihood: -0.03754 cycle: 10 EM cycle: 11 Log-likelihood: -0.03485 cycle: 11 EM cycle: 12 Log-likelihood: -0.03261 cycle: 12 EM cycle: 13 Log-likelihood: -0.03065 cycle: 13 EM cycle: 14 Log-likelihood: -0.02899 cycle: 14 EM cycle: 15 Log-likelihood: -0.02753 cycle: 15 EM cycle: 16 Log-likelihood: -0.02623 cycle: 16 EM cycle: 17 Log-likelihood: -0.02506 cycle: 17 EM cycle: 18 Log-likelihood: -0.02399 cycle: 18 EM cycle: 19 Log-likelihood: -0.02306 cycle: 19 EM cycle: 20 Log-likelihood: -0.02221 cycle: 20 EM cycle: 21 Log-likelihood: -0.02140 cycle: 21 EM cycle: 22 Log-likelihood: -0.02066 cycle: 22 EM cycle: 23 Log-likelihood: -0.02000 cycle: 23 EM cycle: 24 Log-likelihood: -0.01939 cycle: 24 EM cycle: 25 Log-likelihood: -0.01885 cycle: 25 EM cycle: 26 Log-likelihood: -0.01831 cycle: 26 EM cycle: 27 Log-likelihood: -0.01779 cycle: 27 EM cycle: 28 Log-likelihood: -0.01733 cycle: 28 EM cycle: 29 Log-likelihood: -0.01691 cycle: 29 EM cycle: 30 Log-likelihood: -0.01647 cycle: 30 EM cycle: 31 Log-likelihood: -0.01607 cycle: 31 EM cycle: 32 Log-likelihood: -0.01570 cycle: 32 EM cycle: 33 Log-likelihood: -0.01537 cycle: 33 EM cycle: 34 Log-likelihood: -0.01503 cycle: 34 EM cycle: 35 Log-likelihood: -0.01473 cycle: 35 EM cycle: 36 Log-likelihood: -0.01443 cycle: 36 EM cycle: 37 Log-likelihood: -0.01413 cycle: 37 EM cycle: 38 Log-likelihood: -0.01389 cycle: 38 EM completed. Final Log-Likelihood: -0.01389 Name | Total (ms) =========================== main | 38 init | 1 Bundle | 33 Bundle.init | 0 Bundle.explain | 30 Bundle.BDDCalc | 1 EM | 4 INFO (LEAP.java:214) - Current Log-Likelihood: -0.01389 Current Log-Likelihood: -0.01389 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some person)) Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some person)) WARN (AbstractLEAP.java:428) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:207) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:208) - Trying with the next class expression Trying with the next class expression INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some male)) Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some male)) WARN (AbstractLEAP.java:428) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:207) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:208) - Trying with the next class expression Trying with the next class expression INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some female)) Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some female)) WARN (AbstractLEAP.java:428) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:207) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:208) - Trying with the next class expression Trying with the next class expression INFO (LEAP.java:202) - Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some father)) Adding axiom: learnedClass EquivalentTo male and (father or (hasChild some father)) WARN (AbstractLEAP.java:428) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:207) - The axiom will make the KB inconsistent. It will NOT be added The axiom will make the KB inconsistent. It will NOT be added INFO (LEAP.java:208) - Trying with the next class expression Trying with the next class expression INFO (LEAP.java:108) - Greedy search finished Greedy search finished DEBUG (AbstractLEAP.java:330) - Replacing super class "dummyClass" with "classToDescribe" Replacing super class "dummyClass" with "classToDescribe" INFO (AbstractLEAP.java:393) - Learned Axiom: father EquivalentTo hasChild some person Learned Axiom: father EquivalentTo hasChild some person DEBUG (AbstractLEAP.java:406) - Replaced all the super classes Replaced all the super classes INFO (LEAP.java:126) - Saving the learned ontology Saving the learned ontology INFO (AbstractLEAP.java:188) - Main: 10330 ms Main: 10330 ms INFO (AbstractLEAP.java:189) - CELOE: 10002 ms CELOE: 10002 ms INFO (AbstractLEAP.java:200) - EDGE: 276 ms EDGE: 276 ms INFO (AbstractLEAP.java:200) - Bundle: 203 ms Bundle: 203 ms INFO (AbstractLEAP.java:200) - BDDCalc: 5 ms BDDCalc: 5 ms INFO (AbstractLEAP.java:200) - explain: 184 ms explain: 184 ms INFO (AbstractLEAP.java:200) - init: 0 ms init: 0 ms INFO (AbstractLEAP.java:200) - EM: 35 ms EM: 35 ms INFO (AbstractLEAP.java:200) - init: 23 ms init: 23 ms INFO (AbstractLEAP.java:208) - Other: 52 ms Other: 52 ms INFO (AbstractLEAP.java:209) - Program client: execution successfully terminated Program client: execution successfully terminated Test case 2 - SubClassOf axioms Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@7d42542 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@373e6b9d, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@65629ac6, org.semanticweb.owlapi.rio.RioTrigParserFactory@500051c5, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@10244722, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@721d8ab5, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@56b8aaf1, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@61615b4a, org.semanticweb.owlapi.rio.RioJsonParserFactory@4b862408, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@5482bcac, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@2a8a3ada, org.semanticweb.owlapi.rio.RioN3ParserFactory@6ddee60f, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@6e829e50, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@4d09cade, org.semanticweb.owlapi.rio.RioTurtleParserFactory@4c19d42e, org.semanticweb.owlapi.rio.RioTrixParserFactory@ec7b5de, org.semanticweb.owlapi.rio.RioRDFaParserFactory@307e4c44, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@1f87607c, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@4aa2877c]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@33bb3f86]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioTurtleStorerFactory@14168e1, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@1150d471, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@16a5c7e4, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@1e225820, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@3c952a33, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@6003ad65, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@2a2dc0a, org.semanticweb.owlapi.rio.RioJsonStorerFactory@7412a438, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@36ef1d65, org.semanticweb.owlapi.rio.RioN3StorerFactory@1e3ff233, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@70029d2d, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@1946384, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@8aeab9e, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@5f366587, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@6ac4c3f7, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@2ec99035, org.semanticweb.owlapi.rio.RioTrigStorerFactory@709f0202, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@3a00b15d, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@4be0a27d, org.semanticweb.owlapi.rio.RioTrixStorerFactory@654e6a90]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit' is not recognized. entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'entityExpansionLimit' is not recognized. Total number of triples: 27 Loaded OntologyID(OntologyIRI(<http://example.com/father>) VersionIRI(<null>)) Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner) Materializing TBox... materialising concepts materialising object properties ... finished materialising object properties. materialising datatype properties finished materialising data properties. ...TBox materialised in 1 ms. Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@75aea2ba Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@3fbe503c, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@7a9ceddf, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@28157173, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@12f279b5, org.semanticweb.owlapi.rio.RioN3ParserFactory@5fcd1f0a, org.semanticweb.owlapi.rio.RioJsonParserFactory@5ff6dd3c, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@7e64c1a9, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@2251b3bc, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@11c713b7, org.semanticweb.owlapi.rio.RioTrigParserFactory@799f916e, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@2a47597, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@73894c5a, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@21ae657b, org.semanticweb.owlapi.rio.RioRDFaParserFactory@162c1dfb, org.semanticweb.owlapi.rio.RioTurtleParserFactory@21de60a7, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@7fda2001, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@7698b7a4, org.semanticweb.owlapi.rio.RioTrixParserFactory@576b7c74]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@3c232051]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@7bbfc5ff, org.semanticweb.owlapi.rio.RioTrigStorerFactory@6042d663, org.semanticweb.owlapi.rio.RioTrixStorerFactory@24043ec5, org.semanticweb.owlapi.rio.RioJsonStorerFactory@7741d346, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@3f1a9a53, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@18dd5ed3, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@3ab35b9c, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@38f981b6, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@3aed69dd, org.semanticweb.owlapi.rio.RioN3StorerFactory@52454457, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@3a4aadf8, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@61ff6a49, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@535a518c, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@4c6a4ffd, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@4130a648, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@1ca3d25b, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@15d0d6c9, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@3e33b52e, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@2287395, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@7a682d35]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). DEBUG (EDGE.java:63) - Initializing EDGE Initializing EDGE classHierarchy: Thing person female male father object properties: [hasChild] Numeric Splits: {} Debug logger: true DEBUG (AbstractLEAP.java:129) - getting the individuals getting the individuals DEBUG (AbstractLEAP.java:166) - convert the individuals into assertional axioms convert the individuals into assertional axioms Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@64b70f41 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioN3ParserFactory@3e214105, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@16134476, org.semanticweb.owlapi.rio.RioJsonParserFactory@62b09715, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@1980a3f, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@679dd234, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@5f8d9767, org.semanticweb.owlapi.rio.RioTrigParserFactory@789c3057, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@da4cf09, org.semanticweb.owlapi.rio.RioTurtleParserFactory@6f5d0190, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@67332b1e, org.semanticweb.owlapi.rio.RioRDFaParserFactory@67f63d26, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@7e34b127, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@4c3de38e, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@1e5eb20a, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@4538856f, org.semanticweb.owlapi.rio.RioTrixParserFactory@39941489, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@60cb1ed6, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@536b71b4]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@74b86971]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@1e8fb66f, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@2f677247, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@1ca610a0, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@78307a56, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@7f13811b, org.semanticweb.owlapi.rio.RioN3StorerFactory@ac91282, org.semanticweb.owlapi.rio.RioTrigStorerFactory@b5c6a30, org.semanticweb.owlapi.rio.RioJsonStorerFactory@3d8d17a3, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@47829d6d, org.semanticweb.owlapi.rio.RioTrixStorerFactory@3bfae028, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@1775c4e7, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@40d52be7, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@1f9d4b0e, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@43f03c23, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@3d40a3b4, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@7f79edee, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@59fc6d05, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@49433c98, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@2921199d, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@7a1b8a46]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@23ad71bf Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@6f6efa4f, org.semanticweb.owlapi.rio.RioTrigParserFactory@286855ea, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@6579cdbb, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@6b357eb6, org.semanticweb.owlapi.rio.RioTrixParserFactory@64aeaf29, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@1983b48a, org.semanticweb.owlapi.rio.RioN3ParserFactory@4391a2d8, org.semanticweb.owlapi.rio.RioTurtleParserFactory@1e3df614, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@64bebd55, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@7c40ffef, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@fd413fb, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@47b269c4, org.semanticweb.owlapi.rio.RioJsonParserFactory@b791a81, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@629a9f26, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@71e7adbb, org.semanticweb.owlapi.rio.RioRDFaParserFactory@32091c14, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@1e1232cf, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@4451f60c]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@7c1a8f0f]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioTrigStorerFactory@72443081, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@373052b5, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@3730f716, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@3a8cea24, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@7b2bf745, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@e3b0369, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@45843650, org.semanticweb.owlapi.rio.RioTrixStorerFactory@33feda48, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@1eb9a3ef, org.semanticweb.owlapi.rio.RioN3StorerFactory@4e3f2908, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@7730ef88, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@15a3b42, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@7e87ef9e, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@52c9d3d0, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@6fe595dc, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@67e0ff3a, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@5af5d76f, org.semanticweb.owlapi.rio.RioJsonStorerFactory@66f5a02e, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@17207f5b, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@6588b715]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). DEBUG (LEAP.java:71) - Starting structure learner LEAP Starting structure learner LEAP start class:Thing more accurate (75.00%) class expression found after 0ms: Thing computeM BOOL DPs:[] Numeric DPs:[] most general properties: `hasChild=1 m: {1=[person], 2=[not (father), not (female)], 3=[hasChild some Thing, hasChild only Thing], 4=[hasChild max 0 Thing]} more accurate (100.00%) class expression found after 2ms: hasChild some person m for person: {1=[female, male], 2=[not (father), not (female), not (male)], 3=[hasChild some Thing, hasChild only Thing], 4=[hasChild max 0 Thing]} Algorithm terminated successfully (time: 10s 0ms, 10342 descriptions tested, 7073 nodes in the search tree). number of retrievals: 10487 retrieval reasoning time: 94ms ( 0ms per retrieval) number of instance checks: 56 (0 multiple) instance check reasoning time: 0ms ( 0ms per instance check) (complex) subsumption checks: 299 (0 multiple) subsumption reasoning time: 13ms ( 0ms per subsumption check) overall reasoning time: 108ms solutions: 1: hasChild some person 100.00% 2: female or (hasChild some person) 100.00% 3: male and (hasChild some person) 100.00% 4: (not (male)) or (hasChild some person) 100.00% 5: (not (female)) and (hasChild some person) 100.00% 6: (hasChild some female) or (hasChild some male) 100.00% 7: male and (father or (hasChild some person)) 100.00% 8: male and (father or (hasChild some male)) 100.00% 9: male and (father or (hasChild some female)) 100.00% 10: male and (father or (hasChild some father)) 100.00% INFO (LEAP.java:99) - Start greedy search Start greedy search DEBUG (LEAP.java:169) - Initial Log-likelihood: -41.44653 Initial Log-likelihood: -41.44653 Creation of the learned ontology... Successful creation of the learned ontology Ontology created in 0.0 (ms) INFO (LEAP.java:192) - Type of axiom to learn: subClassOf axioms Type of axiom to learn: subClassOf axioms INFO (LEAP.java:195) - number of axiom chunks: 10 number of axiom chunks: 10 INFO (LEAP.java:202) - Adding axiom: hasChild some person SubClassOf learnedClass Adding axiom: hasChild some person SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner # examples: 3 # positive examples: 3 # examples: 4 # negative examples: 1 Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 9 probabilistic axiom Probability Map computed. Size: 9 Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 9 probabilistic axiom Probability Map computed. Size: 9 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 1 more removed: [hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 1 more removed: [hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 0 more removed: [] 2) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 0 more removed: [] 2) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 9 - n. of examples: 4 stefan Type learnedClass - prob: 0.33261 - tag: 1 - #vars: 3 martin Type learnedClass - prob: 0.31862 - tag: 2 - #vars: 3 markus Type learnedClass - prob: 0.33261 - tag: 3 - #vars: 3 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -3.34532 cycle: 1 EM cycle: 2 Log-likelihood: -0.03892 cycle: 2 EM cycle: 3 Log-likelihood: -0.03532 cycle: 3 EM cycle: 4 Log-likelihood: -0.03320 cycle: 4 EM cycle: 5 Log-likelihood: -0.03176 cycle: 5 EM cycle: 6 Log-likelihood: -0.03064 cycle: 6 EM cycle: 7 Log-likelihood: -0.02978 cycle: 7 EM cycle: 8 Log-likelihood: -0.02906 cycle: 8 EM cycle: 9 Log-likelihood: -0.02847 cycle: 9 EM cycle: 10 Log-likelihood: -0.02791 cycle: 10 EM cycle: 11 Log-likelihood: -0.02747 cycle: 11 EM cycle: 12 Log-likelihood: -0.02705 cycle: 12 EM cycle: 13 Log-likelihood: -0.02670 cycle: 13 EM cycle: 14 Log-likelihood: -0.02636 cycle: 14 EM cycle: 15 Log-likelihood: -0.02605 cycle: 15 EM cycle: 16 Log-likelihood: -0.02578 cycle: 16 EM completed. Final Log-Likelihood: -0.02578 Name | Total (ms) =========================== main | 37 init | 1 Bundle | 32 Bundle.init | 0 Bundle.explain | 30 Bundle.BDDCalc | 0 EM | 2 INFO (LEAP.java:214) - Current Log-Likelihood: -0.02578 Current Log-Likelihood: -0.02578 INFO (LEAP.java:254) - Log-Likelihood enhanced. Updating ontologies... Log-Likelihood enhanced. Updating ontologies... DEBUG (LEAP.java:318) - Updating ontology Updating ontology Creation of the learned ontology... Successful creation of the learned ontology Ontology created in 0.0 (ms) DEBUG (LEAP.java:321) - Ontology Updated Ontology Updated INFO (LEAP.java:202) - Adding axiom: female or (hasChild some person) SubClassOf learnedClass Adding axiom: female or (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [markus hasChild anna] 3) ( female or hasChild some person ) subClassOf learnedClass stefan hasChild markus hasChild range person MUPS 3: [female or (hasChild some person) SubClassOf learnedClass, stefan hasChild markus, hasChild Range person] Removing axiom: stefan hasChild markus 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild Range person 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] 4) ( female or hasChild some person ) subClassOf learnedClass male subClassOf person stefan hasChild markus markus type male MUPS 4: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, stefan hasChild markus, markus Type male] Removing axiom: stefan hasChild markus 3 more removed: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: female or (hasChild some person) SubClassOf learnedClass 3 more removed: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: female or (hasChild some person) SubClassOf learnedClass Removing axiom: male SubClassOf person 4 more removed: [markus hasChild anna, female or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 5 more removed: [markus hasChild anna, female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild Range person Removing axiom: female or (hasChild some person) SubClassOf learnedClass 5 more removed: [markus hasChild anna, female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: female or (hasChild some person) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 5 more removed: [markus hasChild anna, female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] 5) markus hasChild anna ( female or hasChild some person ) subClassOf learnedClass hasChild domain person stefan hasChild markus MUPS 5: [markus hasChild anna, female or (hasChild some person) SubClassOf learnedClass, hasChild Domain person, stefan hasChild markus] Removing axiom: stefan hasChild markus 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: female or (hasChild some person) SubClassOf learnedClass 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: female or (hasChild some person) SubClassOf learnedClass Removing axiom: markus hasChild anna 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 5 more removed: [female or (hasChild some person) SubClassOf learnedClass, hasChild Domain person, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 0 more removed: [] 2) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) ( female or hasChild some person ) subClassOf learnedClass heinz type male male subClassOf person martin hasChild heinz MUPS 3: [female or (hasChild some person) SubClassOf learnedClass, heinz Type male, male SubClassOf person, martin hasChild heinz] Removing axiom: martin hasChild heinz 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: heinz Type male 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male SubClassOf person Removing axiom: female or (hasChild some person) SubClassOf learnedClass 3 more removed: [male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: female or (hasChild some person) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 0 more removed: [] 2) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) markus hasChild anna ( female or hasChild some person ) subClassOf learnedClass hasChild domain person anna hasChild heinz MUPS 3: [markus hasChild anna, female or (hasChild some person) SubClassOf learnedClass, hasChild Domain person, anna hasChild heinz] Removing axiom: markus hasChild anna 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] 4) markus hasChild anna female subClassOf person ( female or hasChild some person ) subClassOf learnedClass anna type female MUPS 4: [markus hasChild anna, female SubClassOf person, female or (hasChild some person) SubClassOf learnedClass, anna Type female] Removing axiom: markus hasChild anna 3 more removed: [hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: female or (hasChild some person) SubClassOf learnedClass 3 more removed: [hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: female or (hasChild some person) SubClassOf learnedClass Removing axiom: female SubClassOf person 4 more removed: [female or (hasChild some person) SubClassOf learnedClass, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: female SubClassOf person Removing axiom: anna Type female 5 more removed: [female or (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna Type female Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [female or (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Removing axiom: female or (hasChild some person) SubClassOf learnedClass 5 more removed: [female or (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: female or (hasChild some person) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 5 more removed: [female or (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [female or (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [female or (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58738 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.50757 - tag: 2 - #vars: 4 markus Type learnedClass - prob: 0.56874 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.77449 cycle: 1 EM cycle: 2 Log-likelihood: -0.56019 cycle: 2 EM cycle: 3 Log-likelihood: -0.40000 cycle: 3 EM cycle: 4 Log-likelihood: -0.32903 cycle: 4 EM cycle: 5 Log-likelihood: -0.28721 cycle: 5 EM cycle: 6 Log-likelihood: -0.25892 cycle: 6 EM cycle: 7 Log-likelihood: -0.23819 cycle: 7 EM cycle: 8 Log-likelihood: -0.22218 cycle: 8 EM cycle: 9 Log-likelihood: -0.20929 cycle: 9 EM cycle: 10 Log-likelihood: -0.19868 cycle: 10 EM cycle: 11 Log-likelihood: -0.18970 cycle: 11 EM cycle: 12 Log-likelihood: -0.18203 cycle: 12 EM cycle: 13 Log-likelihood: -0.17531 cycle: 13 EM cycle: 14 Log-likelihood: -0.16940 cycle: 14 EM cycle: 15 Log-likelihood: -0.16414 cycle: 15 EM cycle: 16 Log-likelihood: -0.15941 cycle: 16 EM cycle: 17 Log-likelihood: -0.15515 cycle: 17 EM cycle: 18 Log-likelihood: -0.15125 cycle: 18 EM cycle: 19 Log-likelihood: -0.14771 cycle: 19 EM cycle: 20 Log-likelihood: -0.14444 cycle: 20 EM cycle: 21 Log-likelihood: -0.14138 cycle: 21 EM cycle: 22 Log-likelihood: -0.13858 cycle: 22 EM cycle: 23 Log-likelihood: -0.13597 cycle: 23 EM cycle: 24 Log-likelihood: -0.13352 cycle: 24 EM cycle: 25 Log-likelihood: -0.13123 cycle: 25 EM cycle: 26 Log-likelihood: -0.12908 cycle: 26 EM cycle: 27 Log-likelihood: -0.12704 cycle: 27 EM cycle: 28 Log-likelihood: -0.12514 cycle: 28 EM cycle: 29 Log-likelihood: -0.12334 cycle: 29 EM cycle: 30 Log-likelihood: -0.12159 cycle: 30 EM cycle: 31 Log-likelihood: -0.11994 cycle: 31 EM cycle: 32 Log-likelihood: -0.11840 cycle: 32 EM cycle: 33 Log-likelihood: -0.11691 cycle: 33 EM cycle: 34 Log-likelihood: -0.11547 cycle: 34 EM cycle: 35 Log-likelihood: -0.11414 cycle: 35 EM cycle: 36 Log-likelihood: -0.11284 cycle: 36 EM cycle: 37 Log-likelihood: -0.11159 cycle: 37 EM cycle: 38 Log-likelihood: -0.11040 cycle: 38 EM cycle: 39 Log-likelihood: -0.10923 cycle: 39 EM cycle: 40 Log-likelihood: -0.10814 cycle: 40 EM cycle: 41 Log-likelihood: -0.10707 cycle: 41 EM cycle: 42 Log-likelihood: -0.10605 cycle: 42 EM cycle: 43 Log-likelihood: -0.10505 cycle: 43 EM cycle: 44 Log-likelihood: -0.10409 cycle: 44 EM cycle: 45 Log-likelihood: -0.10317 cycle: 45 EM cycle: 46 Log-likelihood: -0.10227 cycle: 46 EM cycle: 47 Log-likelihood: -0.10143 cycle: 47 EM cycle: 48 Log-likelihood: -0.10057 cycle: 48 EM cycle: 49 Log-likelihood: -0.09976 cycle: 49 EM cycle: 50 Log-likelihood: -0.09898 cycle: 50 EM cycle: 51 Log-likelihood: -0.09823 cycle: 51 EM cycle: 52 Log-likelihood: -0.09747 cycle: 52 EM cycle: 53 Log-likelihood: -0.09674 cycle: 53 EM cycle: 54 Log-likelihood: -0.09603 cycle: 54 EM cycle: 55 Log-likelihood: -0.09536 cycle: 55 EM cycle: 56 Log-likelihood: -0.09469 cycle: 56 EM cycle: 57 Log-likelihood: -0.09404 cycle: 57 EM cycle: 58 Log-likelihood: -0.09341 cycle: 58 EM cycle: 59 Log-likelihood: -0.09280 cycle: 59 EM cycle: 60 Log-likelihood: -0.09219 cycle: 60 EM cycle: 61 Log-likelihood: -0.09160 cycle: 61 EM cycle: 62 Log-likelihood: -0.09103 cycle: 62 EM cycle: 63 Log-likelihood: -0.09049 cycle: 63 EM cycle: 64 Log-likelihood: -0.08993 cycle: 64 EM cycle: 65 Log-likelihood: -0.08940 cycle: 65 EM cycle: 66 Log-likelihood: -0.08889 cycle: 66 EM cycle: 67 Log-likelihood: -0.08838 cycle: 67 EM cycle: 68 Log-likelihood: -0.08789 cycle: 68 EM cycle: 69 Log-likelihood: -0.08738 cycle: 69 EM cycle: 70 Log-likelihood: -0.08691 cycle: 70 EM cycle: 71 Log-likelihood: -0.08644 cycle: 71 EM cycle: 72 Log-likelihood: -0.08598 cycle: 72 EM cycle: 73 Log-likelihood: -0.08555 cycle: 73 EM cycle: 74 Log-likelihood: -0.08509 cycle: 74 EM cycle: 75 Log-likelihood: -0.08465 cycle: 75 EM cycle: 76 Log-likelihood: -0.08424 cycle: 76 EM cycle: 77 Log-likelihood: -0.08383 cycle: 77 EM cycle: 78 Log-likelihood: -0.08341 cycle: 78 EM cycle: 79 Log-likelihood: -0.08302 cycle: 79 EM cycle: 80 Log-likelihood: -0.08262 cycle: 80 EM cycle: 81 Log-likelihood: -0.08224 cycle: 81 EM cycle: 82 Log-likelihood: -0.08187 cycle: 82 EM cycle: 83 Log-likelihood: -0.08149 cycle: 83 EM cycle: 84 Log-likelihood: -0.08113 cycle: 84 EM cycle: 85 Log-likelihood: -0.08076 cycle: 85 EM cycle: 86 Log-likelihood: -0.08042 cycle: 86 EM cycle: 87 Log-likelihood: -0.08007 cycle: 87 EM cycle: 88 Log-likelihood: -0.07972 cycle: 88 EM cycle: 89 Log-likelihood: -0.07940 cycle: 89 EM cycle: 90 Log-likelihood: -0.07904 cycle: 90 EM cycle: 91 Log-likelihood: -0.07875 cycle: 91 EM cycle: 92 Log-likelihood: -0.07841 cycle: 92 EM cycle: 93 Log-likelihood: -0.07809 cycle: 93 EM cycle: 94 Log-likelihood: -0.07779 cycle: 94 EM cycle: 95 Log-likelihood: -0.07750 cycle: 95 EM cycle: 96 Log-likelihood: -0.07719 cycle: 96 EM cycle: 97 Log-likelihood: -0.07691 cycle: 97 EM completed. Final Log-Likelihood: -0.07691 Name | Total (ms) =========================== main | 69 init | 1 Bundle | 54 Bundle.init | 0 Bundle.explain | 53 Bundle.BDDCalc | 1 EM | 12 INFO (LEAP.java:214) - Current Log-Likelihood: -0.07691 Current Log-Likelihood: -0.07691 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (hasChild some person) SubClassOf learnedClass Adding axiom: male and (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [markus hasChild anna] 3) stefan type male ( male and hasChild some person ) subClassOf learnedClass stefan hasChild markus hasChild range person MUPS 3: [stefan Type male, male and (hasChild some person) SubClassOf learnedClass, stefan hasChild markus, hasChild Range person] Removing axiom: stefan hasChild markus 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild Range person 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] 4) stefan type male ( male and hasChild some person ) subClassOf learnedClass male subClassOf person stefan hasChild markus markus type male MUPS 4: [stefan Type male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, stefan hasChild markus, markus Type male] Removing axiom: stefan hasChild markus 3 more removed: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: stefan Type male 3 more removed: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] 5) father subClassOf male ( male and hasChild some person ) subClassOf learnedClass stefan type father male subClassOf person stefan hasChild markus markus type male MUPS 5: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, stefan Type father, male SubClassOf person, stefan hasChild markus, markus Type male] Removing axiom: stefan hasChild markus 4 more removed: [stefan Type male, markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: male and (hasChild some person) SubClassOf learnedClass 4 more removed: [stefan Type male, markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (hasChild some person) SubClassOf learnedClass Removing axiom: male SubClassOf person 5 more removed: [stefan Type male, markus hasChild anna, male and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 6 more removed: [stefan Type male, markus hasChild anna, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Removing axiom: father SubClassOf male 6 more removed: [stefan Type male, markus hasChild anna, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Removing axiom: stefan Type father 7 more removed: [stefan Type male, markus hasChild anna, father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Restoring axiom: stefan Type male Removing axiom: male and (hasChild some person) SubClassOf learnedClass 6 more removed: [markus hasChild anna, father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (hasChild some person) SubClassOf learnedClass Removing axiom: male SubClassOf person 6 more removed: [markus hasChild anna, father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 6 more removed: [markus hasChild anna, father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild Range person Removing axiom: male and (hasChild some person) SubClassOf learnedClass 6 more removed: [markus hasChild anna, father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male and (hasChild some person) SubClassOf learnedClass Removing axiom: stefan Type male 6 more removed: [markus hasChild anna, father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 6 more removed: [markus hasChild anna, father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 5 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] 6) stefan type male markus hasChild anna ( male and hasChild some person ) subClassOf learnedClass hasChild domain person stefan hasChild markus MUPS 6: [stefan Type male, markus hasChild anna, male and (hasChild some person) SubClassOf learnedClass, hasChild Domain person, stefan hasChild markus] Removing axiom: stefan hasChild markus 5 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: male and (hasChild some person) SubClassOf learnedClass 5 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (hasChild some person) SubClassOf learnedClass Removing axiom: stefan Type male 5 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Removing axiom: markus hasChild anna 5 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 5 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 6 more removed: [father SubClassOf male, male and (hasChild some person) SubClassOf learnedClass, hasChild Domain person, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 0 more removed: [] 2) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) martin type male ( male and hasChild some person ) subClassOf learnedClass heinz type male male subClassOf person martin hasChild heinz MUPS 3: [martin Type male, male and (hasChild some person) SubClassOf learnedClass, heinz Type male, male SubClassOf person, martin hasChild heinz] Removing axiom: martin hasChild heinz 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: heinz Type male 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male SubClassOf person Removing axiom: martin Type male 3 more removed: [male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type male Removing axiom: male and (hasChild some person) SubClassOf learnedClass 3 more removed: [male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male and (hasChild some person) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [male and (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 0 more removed: [] 2) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) markus hasChild anna ( male and hasChild some person ) subClassOf learnedClass hasChild domain person markus type male anna hasChild heinz MUPS 3: [markus hasChild anna, male and (hasChild some person) SubClassOf learnedClass, hasChild Domain person, markus Type male, anna hasChild heinz] Removing axiom: markus hasChild anna 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] 4) markus hasChild anna female subClassOf person ( male and hasChild some person ) subClassOf learnedClass markus type male anna type female MUPS 4: [markus hasChild anna, female SubClassOf person, male and (hasChild some person) SubClassOf learnedClass, markus Type male, anna Type female] Removing axiom: markus hasChild anna 3 more removed: [hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: male and (hasChild some person) SubClassOf learnedClass 3 more removed: [hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (hasChild some person) SubClassOf learnedClass Removing axiom: markus Type male 4 more removed: [male and (hasChild some person) SubClassOf learnedClass, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Removing axiom: female SubClassOf person 4 more removed: [male and (hasChild some person) SubClassOf learnedClass, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: female SubClassOf person Removing axiom: anna Type female 5 more removed: [male and (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna Type female Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [male and (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Removing axiom: male and (hasChild some person) SubClassOf learnedClass 5 more removed: [male and (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male and (hasChild some person) SubClassOf learnedClass Removing axiom: markus Type male 5 more removed: [male and (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 5 more removed: [male and (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [male and (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [male and (hasChild some person) SubClassOf learnedClass, female SubClassOf person, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58738 - tag: 1 - #vars: 6 martin Type learnedClass - prob: 0.50757 - tag: 2 - #vars: 4 markus Type learnedClass - prob: 0.56874 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.77449 cycle: 1 EM cycle: 2 Log-likelihood: -0.56019 cycle: 2 EM cycle: 3 Log-likelihood: -0.40000 cycle: 3 EM cycle: 4 Log-likelihood: -0.32903 cycle: 4 EM cycle: 5 Log-likelihood: -0.28721 cycle: 5 EM cycle: 6 Log-likelihood: -0.25892 cycle: 6 EM cycle: 7 Log-likelihood: -0.23819 cycle: 7 EM cycle: 8 Log-likelihood: -0.22218 cycle: 8 EM cycle: 9 Log-likelihood: -0.20929 cycle: 9 EM cycle: 10 Log-likelihood: -0.19868 cycle: 10 EM cycle: 11 Log-likelihood: -0.18970 cycle: 11 EM cycle: 12 Log-likelihood: -0.18203 cycle: 12 EM cycle: 13 Log-likelihood: -0.17531 cycle: 13 EM cycle: 14 Log-likelihood: -0.16940 cycle: 14 EM cycle: 15 Log-likelihood: -0.16414 cycle: 15 EM cycle: 16 Log-likelihood: -0.15941 cycle: 16 EM cycle: 17 Log-likelihood: -0.15515 cycle: 17 EM cycle: 18 Log-likelihood: -0.15125 cycle: 18 EM cycle: 19 Log-likelihood: -0.14771 cycle: 19 EM cycle: 20 Log-likelihood: -0.14444 cycle: 20 EM cycle: 21 Log-likelihood: -0.14138 cycle: 21 EM cycle: 22 Log-likelihood: -0.13858 cycle: 22 EM cycle: 23 Log-likelihood: -0.13597 cycle: 23 EM cycle: 24 Log-likelihood: -0.13352 cycle: 24 EM cycle: 25 Log-likelihood: -0.13123 cycle: 25 EM cycle: 26 Log-likelihood: -0.12908 cycle: 26 EM cycle: 27 Log-likelihood: -0.12704 cycle: 27 EM cycle: 28 Log-likelihood: -0.12514 cycle: 28 EM cycle: 29 Log-likelihood: -0.12334 cycle: 29 EM cycle: 30 Log-likelihood: -0.12159 cycle: 30 EM cycle: 31 Log-likelihood: -0.11994 cycle: 31 EM cycle: 32 Log-likelihood: -0.11840 cycle: 32 EM cycle: 33 Log-likelihood: -0.11691 cycle: 33 EM cycle: 34 Log-likelihood: -0.11547 cycle: 34 EM cycle: 35 Log-likelihood: -0.11414 cycle: 35 EM cycle: 36 Log-likelihood: -0.11284 cycle: 36 EM cycle: 37 Log-likelihood: -0.11159 cycle: 37 EM cycle: 38 Log-likelihood: -0.11040 cycle: 38 EM cycle: 39 Log-likelihood: -0.10923 cycle: 39 EM cycle: 40 Log-likelihood: -0.10814 cycle: 40 EM cycle: 41 Log-likelihood: -0.10707 cycle: 41 EM cycle: 42 Log-likelihood: -0.10605 cycle: 42 EM cycle: 43 Log-likelihood: -0.10505 cycle: 43 EM cycle: 44 Log-likelihood: -0.10409 cycle: 44 EM cycle: 45 Log-likelihood: -0.10317 cycle: 45 EM cycle: 46 Log-likelihood: -0.10227 cycle: 46 EM cycle: 47 Log-likelihood: -0.10143 cycle: 47 EM cycle: 48 Log-likelihood: -0.10057 cycle: 48 EM cycle: 49 Log-likelihood: -0.09976 cycle: 49 EM cycle: 50 Log-likelihood: -0.09898 cycle: 50 EM cycle: 51 Log-likelihood: -0.09823 cycle: 51 EM cycle: 52 Log-likelihood: -0.09747 cycle: 52 EM cycle: 53 Log-likelihood: -0.09674 cycle: 53 EM cycle: 54 Log-likelihood: -0.09603 cycle: 54 EM cycle: 55 Log-likelihood: -0.09536 cycle: 55 EM cycle: 56 Log-likelihood: -0.09469 cycle: 56 EM cycle: 57 Log-likelihood: -0.09404 cycle: 57 EM cycle: 58 Log-likelihood: -0.09341 cycle: 58 EM cycle: 59 Log-likelihood: -0.09280 cycle: 59 EM cycle: 60 Log-likelihood: -0.09219 cycle: 60 EM cycle: 61 Log-likelihood: -0.09160 cycle: 61 EM cycle: 62 Log-likelihood: -0.09103 cycle: 62 EM cycle: 63 Log-likelihood: -0.09049 cycle: 63 EM cycle: 64 Log-likelihood: -0.08993 cycle: 64 EM cycle: 65 Log-likelihood: -0.08940 cycle: 65 EM cycle: 66 Log-likelihood: -0.08889 cycle: 66 EM cycle: 67 Log-likelihood: -0.08838 cycle: 67 EM cycle: 68 Log-likelihood: -0.08789 cycle: 68 EM cycle: 69 Log-likelihood: -0.08738 cycle: 69 EM cycle: 70 Log-likelihood: -0.08691 cycle: 70 EM cycle: 71 Log-likelihood: -0.08644 cycle: 71 EM cycle: 72 Log-likelihood: -0.08598 cycle: 72 EM cycle: 73 Log-likelihood: -0.08555 cycle: 73 EM cycle: 74 Log-likelihood: -0.08509 cycle: 74 EM cycle: 75 Log-likelihood: -0.08465 cycle: 75 EM cycle: 76 Log-likelihood: -0.08424 cycle: 76 EM cycle: 77 Log-likelihood: -0.08383 cycle: 77 EM cycle: 78 Log-likelihood: -0.08341 cycle: 78 EM cycle: 79 Log-likelihood: -0.08302 cycle: 79 EM cycle: 80 Log-likelihood: -0.08262 cycle: 80 EM cycle: 81 Log-likelihood: -0.08224 cycle: 81 EM cycle: 82 Log-likelihood: -0.08187 cycle: 82 EM cycle: 83 Log-likelihood: -0.08149 cycle: 83 EM cycle: 84 Log-likelihood: -0.08113 cycle: 84 EM cycle: 85 Log-likelihood: -0.08076 cycle: 85 EM cycle: 86 Log-likelihood: -0.08042 cycle: 86 EM cycle: 87 Log-likelihood: -0.08007 cycle: 87 EM cycle: 88 Log-likelihood: -0.07972 cycle: 88 EM cycle: 89 Log-likelihood: -0.07940 cycle: 89 EM cycle: 90 Log-likelihood: -0.07904 cycle: 90 EM cycle: 91 Log-likelihood: -0.07875 cycle: 91 EM cycle: 92 Log-likelihood: -0.07841 cycle: 92 EM cycle: 93 Log-likelihood: -0.07809 cycle: 93 EM cycle: 94 Log-likelihood: -0.07779 cycle: 94 EM cycle: 95 Log-likelihood: -0.07750 cycle: 95 EM cycle: 96 Log-likelihood: -0.07719 cycle: 96 EM cycle: 97 Log-likelihood: -0.07691 cycle: 97 EM completed. Final Log-Likelihood: -0.07691 Name | Total (ms) =========================== main | 80 init | 1 Bundle | 66 Bundle.init | 0 Bundle.explain | 65 Bundle.BDDCalc | 0 EM | 12 INFO (LEAP.java:214) - Current Log-Likelihood: -0.07691 Current Log-Likelihood: -0.07691 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Adding axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [markus hasChild anna] 3) ( not male or hasChild some person ) subClassOf learnedClass stefan hasChild markus hasChild range person MUPS 3: [(not (male)) or (hasChild some person) SubClassOf learnedClass, stefan hasChild markus, hasChild Range person] Removing axiom: stefan hasChild markus 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild Range person 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] 4) ( not male or hasChild some person ) subClassOf learnedClass male subClassOf person stefan hasChild markus markus type male MUPS 4: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, stefan hasChild markus, markus Type male] Removing axiom: stefan hasChild markus 3 more removed: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass 3 more removed: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Removing axiom: male SubClassOf person 4 more removed: [markus hasChild anna, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 5 more removed: [markus hasChild anna, (not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild Range person Removing axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass 5 more removed: [markus hasChild anna, (not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 5 more removed: [markus hasChild anna, (not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] 5) markus hasChild anna hasChild domain person ( not male or hasChild some person ) subClassOf learnedClass stefan hasChild markus MUPS 5: [markus hasChild anna, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, stefan hasChild markus] Removing axiom: stefan hasChild markus 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Removing axiom: markus hasChild anna 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 5 more removed: [hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 0 more removed: [] 2) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) heinz type male ( not male or hasChild some person ) subClassOf learnedClass male subClassOf person martin hasChild heinz MUPS 3: [heinz Type male, (not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, martin hasChild heinz] Removing axiom: martin hasChild heinz 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: heinz Type male 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male SubClassOf person Removing axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass 3 more removed: [male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [(not (male)) or (hasChild some person) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 0 more removed: [] 2) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) markus hasChild anna hasChild domain person ( not male or hasChild some person ) subClassOf learnedClass anna hasChild heinz MUPS 3: [markus hasChild anna, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, anna hasChild heinz] Removing axiom: markus hasChild anna 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] 4) markus hasChild anna female subClassOf person ( not male or hasChild some person ) subClassOf learnedClass anna type female MUPS 4: [markus hasChild anna, female SubClassOf person, (not (male)) or (hasChild some person) SubClassOf learnedClass, anna Type female] Removing axiom: markus hasChild anna 3 more removed: [hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass 3 more removed: [hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Removing axiom: female SubClassOf person 4 more removed: [hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: female SubClassOf person Removing axiom: anna Type female 5 more removed: [female SubClassOf person, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna Type female Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [female SubClassOf person, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Removing axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass 5 more removed: [female SubClassOf person, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 5 more removed: [female SubClassOf person, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [female SubClassOf person, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [female SubClassOf person, hasChild Domain person, (not (male)) or (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58738 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.50757 - tag: 2 - #vars: 4 markus Type learnedClass - prob: 0.56874 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.77449 cycle: 1 EM cycle: 2 Log-likelihood: -0.56019 cycle: 2 EM cycle: 3 Log-likelihood: -0.40000 cycle: 3 EM cycle: 4 Log-likelihood: -0.32903 cycle: 4 EM cycle: 5 Log-likelihood: -0.28721 cycle: 5 EM cycle: 6 Log-likelihood: -0.25892 cycle: 6 EM cycle: 7 Log-likelihood: -0.23819 cycle: 7 EM cycle: 8 Log-likelihood: -0.22218 cycle: 8 EM cycle: 9 Log-likelihood: -0.20929 cycle: 9 EM cycle: 10 Log-likelihood: -0.19868 cycle: 10 EM cycle: 11 Log-likelihood: -0.18970 cycle: 11 EM cycle: 12 Log-likelihood: -0.18203 cycle: 12 EM cycle: 13 Log-likelihood: -0.17531 cycle: 13 EM cycle: 14 Log-likelihood: -0.16940 cycle: 14 EM cycle: 15 Log-likelihood: -0.16414 cycle: 15 EM cycle: 16 Log-likelihood: -0.15941 cycle: 16 EM cycle: 17 Log-likelihood: -0.15515 cycle: 17 EM cycle: 18 Log-likelihood: -0.15125 cycle: 18 EM cycle: 19 Log-likelihood: -0.14771 cycle: 19 EM cycle: 20 Log-likelihood: -0.14444 cycle: 20 EM cycle: 21 Log-likelihood: -0.14138 cycle: 21 EM cycle: 22 Log-likelihood: -0.13858 cycle: 22 EM cycle: 23 Log-likelihood: -0.13597 cycle: 23 EM cycle: 24 Log-likelihood: -0.13352 cycle: 24 EM cycle: 25 Log-likelihood: -0.13123 cycle: 25 EM cycle: 26 Log-likelihood: -0.12908 cycle: 26 EM cycle: 27 Log-likelihood: -0.12704 cycle: 27 EM cycle: 28 Log-likelihood: -0.12514 cycle: 28 EM cycle: 29 Log-likelihood: -0.12334 cycle: 29 EM cycle: 30 Log-likelihood: -0.12159 cycle: 30 EM cycle: 31 Log-likelihood: -0.11994 cycle: 31 EM cycle: 32 Log-likelihood: -0.11840 cycle: 32 EM cycle: 33 Log-likelihood: -0.11691 cycle: 33 EM cycle: 34 Log-likelihood: -0.11547 cycle: 34 EM cycle: 35 Log-likelihood: -0.11414 cycle: 35 EM cycle: 36 Log-likelihood: -0.11284 cycle: 36 EM cycle: 37 Log-likelihood: -0.11159 cycle: 37 EM cycle: 38 Log-likelihood: -0.11040 cycle: 38 EM cycle: 39 Log-likelihood: -0.10923 cycle: 39 EM cycle: 40 Log-likelihood: -0.10814 cycle: 40 EM cycle: 41 Log-likelihood: -0.10707 cycle: 41 EM cycle: 42 Log-likelihood: -0.10605 cycle: 42 EM cycle: 43 Log-likelihood: -0.10505 cycle: 43 EM cycle: 44 Log-likelihood: -0.10409 cycle: 44 EM cycle: 45 Log-likelihood: -0.10317 cycle: 45 EM cycle: 46 Log-likelihood: -0.10227 cycle: 46 EM cycle: 47 Log-likelihood: -0.10143 cycle: 47 EM cycle: 48 Log-likelihood: -0.10057 cycle: 48 EM cycle: 49 Log-likelihood: -0.09976 cycle: 49 EM cycle: 50 Log-likelihood: -0.09898 cycle: 50 EM cycle: 51 Log-likelihood: -0.09823 cycle: 51 EM cycle: 52 Log-likelihood: -0.09747 cycle: 52 EM cycle: 53 Log-likelihood: -0.09674 cycle: 53 EM cycle: 54 Log-likelihood: -0.09603 cycle: 54 EM cycle: 55 Log-likelihood: -0.09536 cycle: 55 EM cycle: 56 Log-likelihood: -0.09469 cycle: 56 EM cycle: 57 Log-likelihood: -0.09404 cycle: 57 EM cycle: 58 Log-likelihood: -0.09341 cycle: 58 EM cycle: 59 Log-likelihood: -0.09280 cycle: 59 EM cycle: 60 Log-likelihood: -0.09219 cycle: 60 EM cycle: 61 Log-likelihood: -0.09160 cycle: 61 EM cycle: 62 Log-likelihood: -0.09103 cycle: 62 EM cycle: 63 Log-likelihood: -0.09049 cycle: 63 EM cycle: 64 Log-likelihood: -0.08993 cycle: 64 EM cycle: 65 Log-likelihood: -0.08940 cycle: 65 EM cycle: 66 Log-likelihood: -0.08889 cycle: 66 EM cycle: 67 Log-likelihood: -0.08838 cycle: 67 EM cycle: 68 Log-likelihood: -0.08789 cycle: 68 EM cycle: 69 Log-likelihood: -0.08738 cycle: 69 EM cycle: 70 Log-likelihood: -0.08691 cycle: 70 EM cycle: 71 Log-likelihood: -0.08644 cycle: 71 EM cycle: 72 Log-likelihood: -0.08598 cycle: 72 EM cycle: 73 Log-likelihood: -0.08555 cycle: 73 EM cycle: 74 Log-likelihood: -0.08509 cycle: 74 EM cycle: 75 Log-likelihood: -0.08465 cycle: 75 EM cycle: 76 Log-likelihood: -0.08424 cycle: 76 EM cycle: 77 Log-likelihood: -0.08383 cycle: 77 EM cycle: 78 Log-likelihood: -0.08341 cycle: 78 EM cycle: 79 Log-likelihood: -0.08302 cycle: 79 EM cycle: 80 Log-likelihood: -0.08262 cycle: 80 EM cycle: 81 Log-likelihood: -0.08224 cycle: 81 EM cycle: 82 Log-likelihood: -0.08187 cycle: 82 EM cycle: 83 Log-likelihood: -0.08149 cycle: 83 EM cycle: 84 Log-likelihood: -0.08113 cycle: 84 EM cycle: 85 Log-likelihood: -0.08076 cycle: 85 EM cycle: 86 Log-likelihood: -0.08042 cycle: 86 EM cycle: 87 Log-likelihood: -0.08007 cycle: 87 EM cycle: 88 Log-likelihood: -0.07972 cycle: 88 EM cycle: 89 Log-likelihood: -0.07940 cycle: 89 EM cycle: 90 Log-likelihood: -0.07904 cycle: 90 EM cycle: 91 Log-likelihood: -0.07875 cycle: 91 EM cycle: 92 Log-likelihood: -0.07841 cycle: 92 EM cycle: 93 Log-likelihood: -0.07809 cycle: 93 EM cycle: 94 Log-likelihood: -0.07779 cycle: 94 EM cycle: 95 Log-likelihood: -0.07750 cycle: 95 EM cycle: 96 Log-likelihood: -0.07719 cycle: 96 EM cycle: 97 Log-likelihood: -0.07691 cycle: 97 EM completed. Final Log-Likelihood: -0.07691 Name | Total (ms) =========================== main | 67 init | 0 Bundle | 54 Bundle.init | 0 Bundle.explain | 51 Bundle.BDDCalc | 1 EM | 13 INFO (LEAP.java:214) - Current Log-Likelihood: -0.07691 Current Log-Likelihood: -0.07691 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Adding axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) stefan type male markus hasChild anna hasChild domain person female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass MUPS 1: [stefan Type male, markus hasChild anna, hasChild Domain person, female DisjointWith male, stefan hasChild markus, (not (female)) and (hasChild some person) SubClassOf learnedClass] Removing axiom: stefan Type male 0 more removed: [] 2) markus hasChild anna father subClassOf male hasChild domain person stefan type father female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass MUPS 2: [markus hasChild anna, father SubClassOf male, hasChild Domain person, stefan Type father, female DisjointWith male, stefan hasChild markus, (not (female)) and (hasChild some person) SubClassOf learnedClass] Removing axiom: markus hasChild anna 1 more removed: [stefan Type male] 3) father subClassOf male stefan type father female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass hasChild range person MUPS 3: [father SubClassOf male, stefan Type father, female DisjointWith male, stefan hasChild markus, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person] Removing axiom: female DisjointWith male 2 more removed: [stefan Type male, markus hasChild anna] 4) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 4: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 3 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild Range person 3 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male] 5) male subClassOf person stefan hasChild markus markus type male hasChild some person subClassOf learnedClass MUPS 5: [male SubClassOf person, stefan hasChild markus, markus Type male, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 4 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, hasChild Range person] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: male SubClassOf person 5 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 6 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 6 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: female DisjointWith male Removing axiom: stefan hasChild markus 6 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 6 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Removing axiom: father SubClassOf male 7 more removed: [stefan Type male, markus hasChild anna, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Removing axiom: stefan Type father 8 more removed: [stefan Type male, markus hasChild anna, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: hasChild Range person 8 more removed: [stefan Type male, markus hasChild anna, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 7 more removed: [stefan Type male, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: female DisjointWith male 7 more removed: [stefan Type male, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] 6) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 6: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 7 more removed: [stefan Type male, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: markus hasChild anna 7 more removed: [stefan Type male, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 7 more removed: [stefan Type male, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 6: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: hasChild Domain person Removing axiom: hasChild some person SubClassOf learnedClass 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: female DisjointWith male Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Removing axiom: hasChild Domain person 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: father SubClassOf male 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Removing axiom: stefan Type father 8 more removed: [stefan Type male, father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Restoring axiom: stefan Type male Removing axiom: stefan hasChild markus 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: markus hasChild anna 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] 7) stefan type male female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass hasChild range person MUPS 7: [stefan Type male, female DisjointWith male, stefan hasChild markus, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person] Removing axiom: stefan hasChild markus 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: female DisjointWith male 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 7: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild Range person 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 7: [male SubClassOf person, stefan hasChild markus, markus Type male, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: male SubClassOf person 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: female DisjointWith male Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Removing axiom: hasChild Range person 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Removing axiom: stefan Type male 8 more removed: [father SubClassOf male, markus hasChild anna, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: markus hasChild anna Removing axiom: female DisjointWith male 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 7: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: markus hasChild anna 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Domain person 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 7: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild Range person 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 7: [male SubClassOf person, stefan hasChild markus, markus Type male, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: male SubClassOf person 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Removing axiom: markus Type male 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: hasChild Domain person Removing axiom: hasChild some person SubClassOf learnedClass 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: female DisjointWith male Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Removing axiom: hasChild Domain person 7 more removed: [father SubClassOf male, hasChild Domain person, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin type male female disjointWith male martin hasChild heinz ( not female and hasChild some person ) subClassOf learnedClass hasChild range person MUPS 1: [martin Type male, female DisjointWith male, martin hasChild heinz, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person] Removing axiom: martin Type male 0 more removed: [] 2) father subClassOf male female disjointWith male martin hasChild heinz ( not female and hasChild some person ) subClassOf learnedClass hasChild range person martin type father MUPS 2: [father SubClassOf male, female DisjointWith male, martin hasChild heinz, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, martin Type father] Removing axiom: female DisjointWith male 1 more removed: [martin Type male] 3) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 3: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 2 more removed: [martin Type male, female DisjointWith male] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 2 more removed: [martin Type male, female DisjointWith male] 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 4: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 3 more removed: [martin Type male, female DisjointWith male, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [martin Type male, female DisjointWith male, hasChild Range person] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [martin Type male, female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [martin Type male, female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [martin Type male, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: female DisjointWith male Removing axiom: martin hasChild heinz 5 more removed: [martin Type male, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 5 more removed: [martin Type male, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 5 more removed: [martin Type male, female DisjointWith male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Removing axiom: father SubClassOf male 6 more removed: [martin Type male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Removing axiom: martin Type father 7 more removed: [martin Type male, father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type father Restoring axiom: martin Type male Removing axiom: martin hasChild heinz 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] 5) martin type male heinz type male female disjointWith male male subClassOf person martin hasChild heinz ( not female and hasChild some person ) subClassOf learnedClass MUPS 5: [martin Type male, heinz Type male, female DisjointWith male, male SubClassOf person, martin hasChild heinz, (not (female)) and (hasChild some person) SubClassOf learnedClass] Removing axiom: martin hasChild heinz 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: female DisjointWith male 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 5: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: heinz Type male 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male SubClassOf person Removing axiom: hasChild some person SubClassOf learnedClass 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: female DisjointWith male Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Removing axiom: martin Type male 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type male Removing axiom: heinz Type male 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: female DisjointWith male 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: female DisjointWith male Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 6 more removed: [father SubClassOf male, female DisjointWith male, male SubClassOf person, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna female disjointWith male ( not female and hasChild some person ) subClassOf learnedClass markus type male hasChild range person MUPS 1: [markus hasChild anna, female DisjointWith male, (not (female)) and (hasChild some person) SubClassOf learnedClass, markus Type male, hasChild Range person] Removing axiom: markus hasChild anna 0 more removed: [] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: female DisjointWith male 0 more removed: [] 2) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 1 more removed: [female DisjointWith male] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 1 more removed: [female DisjointWith male] 3) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 3: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 2 more removed: [female DisjointWith male, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 2 more removed: [female DisjointWith male, hasChild Range person] Stop - satisfiable Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 3 more removed: [female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 4 more removed: [hasChild Domain person, female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [hasChild Domain person, female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Restoring axiom: female DisjointWith male Removing axiom: hasChild Range person 4 more removed: [hasChild Domain person, female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Removing axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass 4 more removed: [hasChild Domain person, female DisjointWith male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Removing axiom: markus Type male 5 more removed: [hasChild Domain person, female DisjointWith male, (not (female)) and (hasChild some person) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58453 - tag: 1 - #vars: 7 martin Type learnedClass - prob: 0.57445 - tag: 2 - #vars: 6 markus Type learnedClass - prob: 0.57237 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.64927 cycle: 1 EM cycle: 2 Log-likelihood: -0.52366 cycle: 2 EM cycle: 3 Log-likelihood: -0.37929 cycle: 3 EM cycle: 4 Log-likelihood: -0.31548 cycle: 4 EM cycle: 5 Log-likelihood: -0.27787 cycle: 5 EM cycle: 6 Log-likelihood: -0.25243 cycle: 6 EM cycle: 7 Log-likelihood: -0.23381 cycle: 7 EM cycle: 8 Log-likelihood: -0.21937 cycle: 8 EM cycle: 9 Log-likelihood: -0.20779 cycle: 9 EM cycle: 10 Log-likelihood: -0.19819 cycle: 10 EM cycle: 11 Log-likelihood: -0.19014 cycle: 11 EM cycle: 12 Log-likelihood: -0.18319 cycle: 12 EM cycle: 13 Log-likelihood: -0.17713 cycle: 13 EM cycle: 14 Log-likelihood: -0.17179 cycle: 14 EM cycle: 15 Log-likelihood: -0.16704 cycle: 15 EM cycle: 16 Log-likelihood: -0.16276 cycle: 16 EM cycle: 17 Log-likelihood: -0.15889 cycle: 17 EM cycle: 18 Log-likelihood: -0.15537 cycle: 18 EM cycle: 19 Log-likelihood: -0.15217 cycle: 19 EM cycle: 20 Log-likelihood: -0.14917 cycle: 20 EM cycle: 21 Log-likelihood: -0.14641 cycle: 21 EM cycle: 22 Log-likelihood: -0.14387 cycle: 22 EM cycle: 23 Log-likelihood: -0.14148 cycle: 23 EM cycle: 24 Log-likelihood: -0.13925 cycle: 24 EM cycle: 25 Log-likelihood: -0.13716 cycle: 25 EM cycle: 26 Log-likelihood: -0.13519 cycle: 26 EM cycle: 27 Log-likelihood: -0.13337 cycle: 27 EM cycle: 28 Log-likelihood: -0.13160 cycle: 28 EM cycle: 29 Log-likelihood: -0.12997 cycle: 29 EM cycle: 30 Log-likelihood: -0.12838 cycle: 30 EM cycle: 31 Log-likelihood: -0.12685 cycle: 31 EM cycle: 32 Log-likelihood: -0.12545 cycle: 32 EM cycle: 33 Log-likelihood: -0.12409 cycle: 33 EM cycle: 34 Log-likelihood: -0.12281 cycle: 34 EM cycle: 35 Log-likelihood: -0.12152 cycle: 35 EM cycle: 36 Log-likelihood: -0.12034 cycle: 36 EM cycle: 37 Log-likelihood: -0.11919 cycle: 37 EM cycle: 38 Log-likelihood: -0.11810 cycle: 38 EM cycle: 39 Log-likelihood: -0.11706 cycle: 39 EM cycle: 40 Log-likelihood: -0.11602 cycle: 40 EM cycle: 41 Log-likelihood: -0.11506 cycle: 41 EM cycle: 42 Log-likelihood: -0.11412 cycle: 42 EM cycle: 43 Log-likelihood: -0.11318 cycle: 43 EM cycle: 44 Log-likelihood: -0.11229 cycle: 44 EM cycle: 45 Log-likelihood: -0.11145 cycle: 45 EM cycle: 46 Log-likelihood: -0.11065 cycle: 46 EM cycle: 47 Log-likelihood: -0.10984 cycle: 47 EM cycle: 48 Log-likelihood: -0.10906 cycle: 48 EM cycle: 49 Log-likelihood: -0.10830 cycle: 49 EM cycle: 50 Log-likelihood: -0.10756 cycle: 50 EM cycle: 51 Log-likelihood: -0.10688 cycle: 51 EM cycle: 52 Log-likelihood: -0.10620 cycle: 52 EM cycle: 53 Log-likelihood: -0.10551 cycle: 53 EM cycle: 54 Log-likelihood: -0.10486 cycle: 54 EM cycle: 55 Log-likelihood: -0.10422 cycle: 55 EM cycle: 56 Log-likelihood: -0.10362 cycle: 56 EM cycle: 57 Log-likelihood: -0.10303 cycle: 57 EM cycle: 58 Log-likelihood: -0.10242 cycle: 58 EM cycle: 59 Log-likelihood: -0.10187 cycle: 59 EM cycle: 60 Log-likelihood: -0.10131 cycle: 60 EM cycle: 61 Log-likelihood: -0.10076 cycle: 61 EM cycle: 62 Log-likelihood: -0.10022 cycle: 62 EM cycle: 63 Log-likelihood: -0.09968 cycle: 63 EM cycle: 64 Log-likelihood: -0.09919 cycle: 64 EM cycle: 65 Log-likelihood: -0.09870 cycle: 65 EM cycle: 66 Log-likelihood: -0.09821 cycle: 66 EM cycle: 67 Log-likelihood: -0.09773 cycle: 67 EM cycle: 68 Log-likelihood: -0.09728 cycle: 68 EM cycle: 69 Log-likelihood: -0.09680 cycle: 69 EM cycle: 70 Log-likelihood: -0.09639 cycle: 70 EM cycle: 71 Log-likelihood: -0.09592 cycle: 71 EM cycle: 72 Log-likelihood: -0.09550 cycle: 72 EM cycle: 73 Log-likelihood: -0.09507 cycle: 73 EM cycle: 74 Log-likelihood: -0.09469 cycle: 74 EM cycle: 75 Log-likelihood: -0.09427 cycle: 75 EM cycle: 76 Log-likelihood: -0.09386 cycle: 76 EM cycle: 77 Log-likelihood: -0.09351 cycle: 77 EM cycle: 78 Log-likelihood: -0.09312 cycle: 78 EM cycle: 79 Log-likelihood: -0.09273 cycle: 79 EM cycle: 80 Log-likelihood: -0.09235 cycle: 80 EM cycle: 81 Log-likelihood: -0.09202 cycle: 81 EM cycle: 82 Log-likelihood: -0.09165 cycle: 82 EM cycle: 83 Log-likelihood: -0.09131 cycle: 83 EM cycle: 84 Log-likelihood: -0.09094 cycle: 84 EM cycle: 85 Log-likelihood: -0.09062 cycle: 85 EM cycle: 86 Log-likelihood: -0.09030 cycle: 86 EM cycle: 87 Log-likelihood: -0.08999 cycle: 87 EM cycle: 88 Log-likelihood: -0.08965 cycle: 88 EM cycle: 89 Log-likelihood: -0.08931 cycle: 89 EM cycle: 90 Log-likelihood: -0.08902 cycle: 90 EM cycle: 91 Log-likelihood: -0.08874 cycle: 91 EM completed. Final Log-Likelihood: -0.08874 Name | Total (ms) =========================== main | 126 init | 1 Bundle | 109 Bundle.init | 0 Bundle.explain | 105 Bundle.BDDCalc | 0 EM | 14 INFO (LEAP.java:214) - Current Log-Likelihood: -0.08874 Current Log-Likelihood: -0.08874 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass Adding axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [markus hasChild anna] 3) stefan hasChild markus markus type male ( hasChild some female or hasChild some male ) subClassOf learnedClass MUPS 3: [stefan hasChild markus, markus Type male, (hasChild some female) or (hasChild some male) SubClassOf learnedClass] Removing axiom: stefan hasChild markus 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: markus Type male 2 more removed: [markus hasChild anna, hasChild some person SubClassOf learnedClass] 4) father subClassOf male stefan hasChild markus markus type father ( hasChild some female or hasChild some male ) subClassOf learnedClass MUPS 4: [father SubClassOf male, stefan hasChild markus, markus Type father, (hasChild some female) or (hasChild some male) SubClassOf learnedClass] Removing axiom: stefan hasChild markus 3 more removed: [markus hasChild anna, markus Type male, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass 3 more removed: [markus hasChild anna, markus Type male, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass Removing axiom: father SubClassOf male 4 more removed: [markus hasChild anna, markus Type male, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Removing axiom: markus Type father 5 more removed: [markus hasChild anna, father SubClassOf male, markus Type male, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type father Restoring axiom: markus Type male Removing axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass 4 more removed: [markus hasChild anna, father SubClassOf male, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 4 more removed: [markus hasChild anna, father SubClassOf male, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [father SubClassOf male, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [father SubClassOf male, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] MUPS 4: [stefan hasChild markus, markus Type male, (hasChild some female) or (hasChild some male) SubClassOf learnedClass] Removing axiom: stefan hasChild markus 4 more removed: [father SubClassOf male, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass 4 more removed: [father SubClassOf male, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass Removing axiom: markus Type male 4 more removed: [father SubClassOf male, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 4 more removed: [father SubClassOf male, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] Stop - satisfiable Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 0 more removed: [] 2) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) heinz type male martin hasChild heinz ( hasChild some female or hasChild some male ) subClassOf learnedClass MUPS 3: [heinz Type male, martin hasChild heinz, (hasChild some female) or (hasChild some male) SubClassOf learnedClass] Removing axiom: martin hasChild heinz 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: heinz Type male 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: heinz Type male Removing axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 3 more removed: [hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 3 more removed: [hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [male SubClassOf person, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] Stop - satisfiable Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 0 more removed: [] 2) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 2: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 1 more removed: [hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 1 more removed: [hasChild Range person] 3) markus hasChild anna anna type female ( hasChild some female or hasChild some male ) subClassOf learnedClass MUPS 3: [markus hasChild anna, anna Type female, (hasChild some female) or (hasChild some male) SubClassOf learnedClass] Removing axiom: markus hasChild anna 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: anna Type female 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: anna Type female Removing axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass 2 more removed: [hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 3 more removed: [hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 4 more removed: [hasChild Domain person, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [hasChild Domain person, hasChild Range person, (hasChild some female) or (hasChild some male) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58824 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.58459 - tag: 2 - #vars: 4 markus Type learnedClass - prob: 0.58824 - tag: 3 - #vars: 4 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.59810 cycle: 1 EM cycle: 2 Log-likelihood: -0.50132 cycle: 2 EM cycle: 3 Log-likelihood: -0.36236 cycle: 3 EM cycle: 4 Log-likelihood: -0.30119 cycle: 4 EM cycle: 5 Log-likelihood: -0.26528 cycle: 5 EM cycle: 6 Log-likelihood: -0.24101 cycle: 6 EM cycle: 7 Log-likelihood: -0.22327 cycle: 7 EM cycle: 8 Log-likelihood: -0.20956 cycle: 8 EM cycle: 9 Log-likelihood: -0.19857 cycle: 9 EM cycle: 10 Log-likelihood: -0.18949 cycle: 10 EM cycle: 11 Log-likelihood: -0.18182 cycle: 11 EM cycle: 12 Log-likelihood: -0.17527 cycle: 12 EM cycle: 13 Log-likelihood: -0.16952 cycle: 13 EM cycle: 14 Log-likelihood: -0.16447 cycle: 14 EM cycle: 15 Log-likelihood: -0.15995 cycle: 15 EM cycle: 16 Log-likelihood: -0.15594 cycle: 16 EM cycle: 17 Log-likelihood: -0.15229 cycle: 17 EM cycle: 18 Log-likelihood: -0.14894 cycle: 18 EM cycle: 19 Log-likelihood: -0.14589 cycle: 19 EM cycle: 20 Log-likelihood: -0.14308 cycle: 20 EM cycle: 21 Log-likelihood: -0.14049 cycle: 21 EM cycle: 22 Log-likelihood: -0.13810 cycle: 22 EM cycle: 23 Log-likelihood: -0.13587 cycle: 23 EM cycle: 24 Log-likelihood: -0.13373 cycle: 24 EM cycle: 25 Log-likelihood: -0.13180 cycle: 25 EM cycle: 26 Log-likelihood: -0.12997 cycle: 26 EM cycle: 27 Log-likelihood: -0.12820 cycle: 27 EM cycle: 28 Log-likelihood: -0.12653 cycle: 28 EM cycle: 29 Log-likelihood: -0.12498 cycle: 29 EM cycle: 30 Log-likelihood: -0.12350 cycle: 30 EM cycle: 31 Log-likelihood: -0.12210 cycle: 31 EM cycle: 32 Log-likelihood: -0.12077 cycle: 32 EM cycle: 33 Log-likelihood: -0.11949 cycle: 33 EM cycle: 34 Log-likelihood: -0.11828 cycle: 34 EM cycle: 35 Log-likelihood: -0.11706 cycle: 35 EM cycle: 36 Log-likelihood: -0.11596 cycle: 36 EM cycle: 37 Log-likelihood: -0.11493 cycle: 37 EM cycle: 38 Log-likelihood: -0.11388 cycle: 38 EM cycle: 39 Log-likelihood: -0.11288 cycle: 39 EM cycle: 40 Log-likelihood: -0.11194 cycle: 40 EM cycle: 41 Log-likelihood: -0.11100 cycle: 41 EM cycle: 42 Log-likelihood: -0.11012 cycle: 42 EM cycle: 43 Log-likelihood: -0.10926 cycle: 43 EM cycle: 44 Log-likelihood: -0.10844 cycle: 44 EM cycle: 45 Log-likelihood: -0.10765 cycle: 45 EM cycle: 46 Log-likelihood: -0.10688 cycle: 46 EM cycle: 47 Log-likelihood: -0.10611 cycle: 47 EM cycle: 48 Log-likelihood: -0.10538 cycle: 48 EM cycle: 49 Log-likelihood: -0.10469 cycle: 49 EM cycle: 50 Log-likelihood: -0.10402 cycle: 50 EM cycle: 51 Log-likelihood: -0.10336 cycle: 51 EM cycle: 52 Log-likelihood: -0.10271 cycle: 52 EM cycle: 53 Log-likelihood: -0.10210 cycle: 53 EM cycle: 54 Log-likelihood: -0.10147 cycle: 54 EM cycle: 55 Log-likelihood: -0.10086 cycle: 55 EM cycle: 56 Log-likelihood: -0.10031 cycle: 56 EM cycle: 57 Log-likelihood: -0.09974 cycle: 57 EM cycle: 58 Log-likelihood: -0.09921 cycle: 58 EM cycle: 59 Log-likelihood: -0.09865 cycle: 59 EM cycle: 60 Log-likelihood: -0.09814 cycle: 60 EM cycle: 61 Log-likelihood: -0.09762 cycle: 61 EM cycle: 62 Log-likelihood: -0.09712 cycle: 62 EM cycle: 63 Log-likelihood: -0.09663 cycle: 63 EM cycle: 64 Log-likelihood: -0.09618 cycle: 64 EM cycle: 65 Log-likelihood: -0.09573 cycle: 65 EM cycle: 66 Log-likelihood: -0.09524 cycle: 66 EM cycle: 67 Log-likelihood: -0.09480 cycle: 67 EM cycle: 68 Log-likelihood: -0.09437 cycle: 68 EM cycle: 69 Log-likelihood: -0.09396 cycle: 69 EM cycle: 70 Log-likelihood: -0.09353 cycle: 70 EM cycle: 71 Log-likelihood: -0.09313 cycle: 71 EM cycle: 72 Log-likelihood: -0.09274 cycle: 72 EM cycle: 73 Log-likelihood: -0.09234 cycle: 73 EM cycle: 74 Log-likelihood: -0.09196 cycle: 74 EM cycle: 75 Log-likelihood: -0.09156 cycle: 75 EM cycle: 76 Log-likelihood: -0.09121 cycle: 76 EM cycle: 77 Log-likelihood: -0.09084 cycle: 77 EM cycle: 78 Log-likelihood: -0.09049 cycle: 78 EM cycle: 79 Log-likelihood: -0.09016 cycle: 79 EM cycle: 80 Log-likelihood: -0.08980 cycle: 80 EM cycle: 81 Log-likelihood: -0.08945 cycle: 81 EM cycle: 82 Log-likelihood: -0.08914 cycle: 82 EM cycle: 83 Log-likelihood: -0.08881 cycle: 83 EM cycle: 84 Log-likelihood: -0.08847 cycle: 84 EM cycle: 85 Log-likelihood: -0.08817 cycle: 85 EM cycle: 86 Log-likelihood: -0.08787 cycle: 86 EM cycle: 87 Log-likelihood: -0.08756 cycle: 87 EM cycle: 88 Log-likelihood: -0.08726 cycle: 88 EM cycle: 89 Log-likelihood: -0.08697 cycle: 89 EM cycle: 90 Log-likelihood: -0.08665 cycle: 90 EM cycle: 91 Log-likelihood: -0.08637 cycle: 91 EM completed. Final Log-Likelihood: -0.08637 Name | Total (ms) =========================== main | 56 init | 0 Bundle | 44 Bundle.init | 0 Bundle.explain | 42 Bundle.BDDCalc | 0 EM | 11 INFO (LEAP.java:214) - Current Log-Likelihood: -0.08637 Current Log-Likelihood: -0.08637 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some person)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] 3) stefan type male stefan type father ( male and ( father or hasChild some person ) ) subClassOf learnedClass MUPS 3: [stefan Type male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: stefan Type male 2 more removed: [markus hasChild anna, stefan hasChild markus] 4) father subClassOf male stefan type father ( male and ( father or hasChild some person ) ) subClassOf learnedClass MUPS 4: [father SubClassOf male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: stefan Type father 3 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus] Stop - satisfiable Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 3 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: father SubClassOf male 4 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: stefan Type male Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, father SubClassOf male, stefan hasChild markus, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 4 more removed: [markus hasChild anna, father SubClassOf male, stefan hasChild markus, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass] MUPS 4: [stefan Type male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] 5) stefan type male stefan hasChild markus hasChild range person ( male and ( father or hasChild some person ) ) subClassOf learnedClass MUPS 5: [stefan Type male, stefan hasChild markus, hasChild Range person, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: stefan hasChild markus 5 more removed: [markus hasChild anna, father SubClassOf male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan hasChild markus Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 5 more removed: [markus hasChild anna, father SubClassOf male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: stefan Type male 5 more removed: [markus hasChild anna, father SubClassOf male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Removing axiom: hasChild Range person 5 more removed: [markus hasChild anna, father SubClassOf male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 5 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: stefan Type male 5 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 5 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 5: [stefan Type male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 5 more removed: [father SubClassOf male, stefan hasChild markus, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: stefan Type male 5 more removed: [father SubClassOf male, stefan hasChild markus, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Removing axiom: stefan Type father 5 more removed: [father SubClassOf male, stefan hasChild markus, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 5: [stefan Type male, stefan Type father, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: stefan Type male 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Removing axiom: stefan Type father 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] 2) martin type male ( male and ( father or hasChild some person ) ) subClassOf learnedClass martin type father MUPS 2: [martin Type male, male and (father or (hasChild some person)) SubClassOf learnedClass, martin Type father] Removing axiom: martin Type male 1 more removed: [martin hasChild heinz] 3) father subClassOf male ( male and ( father or hasChild some person ) ) subClassOf learnedClass martin type father MUPS 3: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, martin Type father] Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 2 more removed: [martin Type male, martin hasChild heinz] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: martin Type father 3 more removed: [martin Type male, martin hasChild heinz, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type father Removing axiom: father SubClassOf male 3 more removed: [martin Type male, martin hasChild heinz, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: martin Type male Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 3 more removed: [father SubClassOf male, martin hasChild heinz, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: martin Type father 3 more removed: [father SubClassOf male, martin hasChild heinz, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type father Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 2 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass] 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 4: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 3 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person] MUPS 4: [martin Type male, male and (father or (hasChild some person)) SubClassOf learnedClass, martin Type father] Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: martin Type father 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type father Removing axiom: martin Type male 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [father SubClassOf male, male SubClassOf person, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) markus type father markus type male ( male and ( father or hasChild some person ) ) subClassOf learnedClass MUPS 2: [markus Type father, markus Type male, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: markus Type father 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: markus Type father Removing axiom: markus Type male 1 more removed: [markus hasChild anna] 3) father subClassOf male markus type father ( male and ( father or hasChild some person ) ) subClassOf learnedClass MUPS 3: [father SubClassOf male, markus Type father, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: markus Type father 2 more removed: [markus hasChild anna, markus Type male] Stop - satisfiable (early termination) Restoring axiom: markus Type father Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 2 more removed: [markus hasChild anna, markus Type male] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: father SubClassOf male 3 more removed: [markus hasChild anna, markus Type male, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: markus Type male Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 3 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 2 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass] 4) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 4: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 3 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person] MUPS 4: [markus Type father, markus Type male, male and (father or (hasChild some person)) SubClassOf learnedClass] Removing axiom: markus Type father 4 more removed: [father SubClassOf male, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] 5) markus hasChild anna hasChild domain person markus type male ( male and ( father or hasChild some person ) ) subClassOf learnedClass anna hasChild heinz MUPS 5: [markus hasChild anna, hasChild Domain person, markus Type male, male and (father or (hasChild some person)) SubClassOf learnedClass, anna hasChild heinz] Removing axiom: markus hasChild anna 5 more removed: [father SubClassOf male, markus Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 5 more removed: [father SubClassOf male, markus Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: hasChild Domain person 5 more removed: [father SubClassOf male, markus Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: markus Type male 6 more removed: [father SubClassOf male, hasChild Domain person, markus Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Removing axiom: anna hasChild heinz 6 more removed: [father SubClassOf male, hasChild Domain person, markus Type father, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: markus Type father Removing axiom: male and (father or (hasChild some person)) SubClassOf learnedClass 5 more removed: [father SubClassOf male, hasChild Domain person, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Removing axiom: markus Type male 5 more removed: [father SubClassOf male, hasChild Domain person, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 5 more removed: [father SubClassOf male, hasChild Domain person, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [father SubClassOf male, hasChild Domain person, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [father SubClassOf male, hasChild Domain person, male and (father or (hasChild some person)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58824 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.58459 - tag: 2 - #vars: 5 markus Type learnedClass - prob: 0.58824 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.59810 cycle: 1 EM cycle: 2 Log-likelihood: -0.50132 cycle: 2 EM cycle: 3 Log-likelihood: -0.36236 cycle: 3 EM cycle: 4 Log-likelihood: -0.30119 cycle: 4 EM cycle: 5 Log-likelihood: -0.26528 cycle: 5 EM cycle: 6 Log-likelihood: -0.24101 cycle: 6 EM cycle: 7 Log-likelihood: -0.22327 cycle: 7 EM cycle: 8 Log-likelihood: -0.20956 cycle: 8 EM cycle: 9 Log-likelihood: -0.19857 cycle: 9 EM cycle: 10 Log-likelihood: -0.18949 cycle: 10 EM cycle: 11 Log-likelihood: -0.18182 cycle: 11 EM cycle: 12 Log-likelihood: -0.17527 cycle: 12 EM cycle: 13 Log-likelihood: -0.16952 cycle: 13 EM cycle: 14 Log-likelihood: -0.16447 cycle: 14 EM cycle: 15 Log-likelihood: -0.15996 cycle: 15 EM cycle: 16 Log-likelihood: -0.15594 cycle: 16 EM cycle: 17 Log-likelihood: -0.15229 cycle: 17 EM cycle: 18 Log-likelihood: -0.14894 cycle: 18 EM cycle: 19 Log-likelihood: -0.14589 cycle: 19 EM cycle: 20 Log-likelihood: -0.14308 cycle: 20 EM cycle: 21 Log-likelihood: -0.14049 cycle: 21 EM cycle: 22 Log-likelihood: -0.13810 cycle: 22 EM cycle: 23 Log-likelihood: -0.13587 cycle: 23 EM cycle: 24 Log-likelihood: -0.13373 cycle: 24 EM cycle: 25 Log-likelihood: -0.13179 cycle: 25 EM cycle: 26 Log-likelihood: -0.12997 cycle: 26 EM cycle: 27 Log-likelihood: -0.12819 cycle: 27 EM cycle: 28 Log-likelihood: -0.12653 cycle: 28 EM cycle: 29 Log-likelihood: -0.12498 cycle: 29 EM cycle: 30 Log-likelihood: -0.12350 cycle: 30 EM cycle: 31 Log-likelihood: -0.12210 cycle: 31 EM cycle: 32 Log-likelihood: -0.12076 cycle: 32 EM cycle: 33 Log-likelihood: -0.11949 cycle: 33 EM cycle: 34 Log-likelihood: -0.11828 cycle: 34 EM cycle: 35 Log-likelihood: -0.11706 cycle: 35 EM cycle: 36 Log-likelihood: -0.11596 cycle: 36 EM cycle: 37 Log-likelihood: -0.11493 cycle: 37 EM cycle: 38 Log-likelihood: -0.11388 cycle: 38 EM cycle: 39 Log-likelihood: -0.11288 cycle: 39 EM cycle: 40 Log-likelihood: -0.11194 cycle: 40 EM cycle: 41 Log-likelihood: -0.11100 cycle: 41 EM cycle: 42 Log-likelihood: -0.11012 cycle: 42 EM cycle: 43 Log-likelihood: -0.10926 cycle: 43 EM cycle: 44 Log-likelihood: -0.10844 cycle: 44 EM cycle: 45 Log-likelihood: -0.10765 cycle: 45 EM cycle: 46 Log-likelihood: -0.10688 cycle: 46 EM cycle: 47 Log-likelihood: -0.10611 cycle: 47 EM cycle: 48 Log-likelihood: -0.10538 cycle: 48 EM cycle: 49 Log-likelihood: -0.10469 cycle: 49 EM cycle: 50 Log-likelihood: -0.10402 cycle: 50 EM cycle: 51 Log-likelihood: -0.10336 cycle: 51 EM cycle: 52 Log-likelihood: -0.10271 cycle: 52 EM cycle: 53 Log-likelihood: -0.10210 cycle: 53 EM cycle: 54 Log-likelihood: -0.10147 cycle: 54 EM cycle: 55 Log-likelihood: -0.10086 cycle: 55 EM cycle: 56 Log-likelihood: -0.10031 cycle: 56 EM cycle: 57 Log-likelihood: -0.09974 cycle: 57 EM cycle: 58 Log-likelihood: -0.09921 cycle: 58 EM cycle: 59 Log-likelihood: -0.09865 cycle: 59 EM cycle: 60 Log-likelihood: -0.09814 cycle: 60 EM cycle: 61 Log-likelihood: -0.09762 cycle: 61 EM cycle: 62 Log-likelihood: -0.09712 cycle: 62 EM cycle: 63 Log-likelihood: -0.09663 cycle: 63 EM cycle: 64 Log-likelihood: -0.09618 cycle: 64 EM cycle: 65 Log-likelihood: -0.09573 cycle: 65 EM cycle: 66 Log-likelihood: -0.09524 cycle: 66 EM cycle: 67 Log-likelihood: -0.09480 cycle: 67 EM cycle: 68 Log-likelihood: -0.09437 cycle: 68 EM cycle: 69 Log-likelihood: -0.09395 cycle: 69 EM cycle: 70 Log-likelihood: -0.09353 cycle: 70 EM cycle: 71 Log-likelihood: -0.09313 cycle: 71 EM cycle: 72 Log-likelihood: -0.09274 cycle: 72 EM cycle: 73 Log-likelihood: -0.09234 cycle: 73 EM cycle: 74 Log-likelihood: -0.09196 cycle: 74 EM cycle: 75 Log-likelihood: -0.09156 cycle: 75 EM cycle: 76 Log-likelihood: -0.09121 cycle: 76 EM cycle: 77 Log-likelihood: -0.09084 cycle: 77 EM cycle: 78 Log-likelihood: -0.09049 cycle: 78 EM cycle: 79 Log-likelihood: -0.09016 cycle: 79 EM cycle: 80 Log-likelihood: -0.08980 cycle: 80 EM cycle: 81 Log-likelihood: -0.08945 cycle: 81 EM cycle: 82 Log-likelihood: -0.08914 cycle: 82 EM cycle: 83 Log-likelihood: -0.08881 cycle: 83 EM cycle: 84 Log-likelihood: -0.08847 cycle: 84 EM cycle: 85 Log-likelihood: -0.08817 cycle: 85 EM cycle: 86 Log-likelihood: -0.08787 cycle: 86 EM cycle: 87 Log-likelihood: -0.08756 cycle: 87 EM cycle: 88 Log-likelihood: -0.08726 cycle: 88 EM cycle: 89 Log-likelihood: -0.08697 cycle: 89 EM cycle: 90 Log-likelihood: -0.08665 cycle: 90 EM cycle: 91 Log-likelihood: -0.08637 cycle: 91 EM completed. Final Log-Likelihood: -0.08637 Name | Total (ms) =========================== main | 82 init | 0 Bundle | 69 Bundle.init | 0 Bundle.explain | 69 Bundle.BDDCalc | 0 EM | 11 INFO (LEAP.java:214) - Current Log-Likelihood: -0.08637 Current Log-Likelihood: -0.08637 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some male)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] 3) stefan type male ( male and ( father or hasChild some male ) ) subClassOf learnedClass stefan type father MUPS 3: [stefan Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, stefan Type father] Removing axiom: stefan Type male 2 more removed: [markus hasChild anna, stefan hasChild markus] 4) father subClassOf male ( male and ( father or hasChild some male ) ) subClassOf learnedClass stefan type father MUPS 4: [father SubClassOf male, male and (father or (hasChild some male)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 3 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [stefan Type male, markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, stefan hasChild markus] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: father SubClassOf male 4 more removed: [stefan Type male, markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, stefan hasChild markus] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: stefan Type male Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 4 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, stefan hasChild markus] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, stefan hasChild markus] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male] MUPS 4: [stefan Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 4 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: stefan Type male 4 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 4 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 4: [stefan Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 5 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: stefan Type father 5 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: stefan Type male 5 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 4: [stefan Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: stefan Type male 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] 2) martin type male ( male and ( father or hasChild some male ) ) subClassOf learnedClass martin type father MUPS 2: [martin Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, martin Type father] Removing axiom: martin Type male 1 more removed: [martin hasChild heinz] 3) father subClassOf male ( male and ( father or hasChild some male ) ) subClassOf learnedClass martin type father MUPS 3: [father SubClassOf male, male and (father or (hasChild some male)) SubClassOf learnedClass, martin Type father] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 2 more removed: [martin Type male, martin hasChild heinz] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: martin Type father 3 more removed: [martin Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, martin hasChild heinz] Stop - satisfiable (early termination) Restoring axiom: martin Type father Removing axiom: father SubClassOf male 3 more removed: [martin Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, martin hasChild heinz] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: martin Type male Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, martin hasChild heinz] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: martin Type father 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, martin hasChild heinz] Stop - satisfiable (early termination) Restoring axiom: martin Type father Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 2 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male] 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 4: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person] MUPS 4: [martin Type male, male and (father or (hasChild some male)) SubClassOf learnedClass, martin Type father] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: martin Type father 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type father Removing axiom: martin Type male 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, father SubClassOf male, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) ( male and ( father or hasChild some male ) ) subClassOf learnedClass markus type father markus type male MUPS 2: [male and (father or (hasChild some male)) SubClassOf learnedClass, markus Type father, markus Type male] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: markus Type father 2 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type father Removing axiom: markus Type male 2 more removed: [markus hasChild anna, male and (father or (hasChild some male)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 1 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass] 3) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 3: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 2 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 2 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Range person] MUPS 3: [male and (father or (hasChild some male)) SubClassOf learnedClass, markus Type father, markus Type male] Removing axiom: male and (father or (hasChild some male)) SubClassOf learnedClass 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Removing axiom: markus Type father 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type father Removing axiom: markus Type male 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 3 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [male and (father or (hasChild some male)) SubClassOf learnedClass, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58824 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.58459 - tag: 2 - #vars: 5 markus Type learnedClass - prob: 0.58824 - tag: 3 - #vars: 4 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.59810 cycle: 1 EM cycle: 2 Log-likelihood: -0.50132 cycle: 2 EM cycle: 3 Log-likelihood: -0.36236 cycle: 3 EM cycle: 4 Log-likelihood: -0.30119 cycle: 4 EM cycle: 5 Log-likelihood: -0.26528 cycle: 5 EM cycle: 6 Log-likelihood: -0.24101 cycle: 6 EM cycle: 7 Log-likelihood: -0.22327 cycle: 7 EM cycle: 8 Log-likelihood: -0.20956 cycle: 8 EM cycle: 9 Log-likelihood: -0.19857 cycle: 9 EM cycle: 10 Log-likelihood: -0.18949 cycle: 10 EM cycle: 11 Log-likelihood: -0.18182 cycle: 11 EM cycle: 12 Log-likelihood: -0.17527 cycle: 12 EM cycle: 13 Log-likelihood: -0.16952 cycle: 13 EM cycle: 14 Log-likelihood: -0.16447 cycle: 14 EM cycle: 15 Log-likelihood: -0.15996 cycle: 15 EM cycle: 16 Log-likelihood: -0.15594 cycle: 16 EM cycle: 17 Log-likelihood: -0.15229 cycle: 17 EM cycle: 18 Log-likelihood: -0.14894 cycle: 18 EM cycle: 19 Log-likelihood: -0.14589 cycle: 19 EM cycle: 20 Log-likelihood: -0.14308 cycle: 20 EM cycle: 21 Log-likelihood: -0.14049 cycle: 21 EM cycle: 22 Log-likelihood: -0.13810 cycle: 22 EM cycle: 23 Log-likelihood: -0.13587 cycle: 23 EM cycle: 24 Log-likelihood: -0.13373 cycle: 24 EM cycle: 25 Log-likelihood: -0.13179 cycle: 25 EM cycle: 26 Log-likelihood: -0.12997 cycle: 26 EM cycle: 27 Log-likelihood: -0.12819 cycle: 27 EM cycle: 28 Log-likelihood: -0.12653 cycle: 28 EM cycle: 29 Log-likelihood: -0.12498 cycle: 29 EM cycle: 30 Log-likelihood: -0.12350 cycle: 30 EM cycle: 31 Log-likelihood: -0.12210 cycle: 31 EM cycle: 32 Log-likelihood: -0.12076 cycle: 32 EM cycle: 33 Log-likelihood: -0.11949 cycle: 33 EM cycle: 34 Log-likelihood: -0.11828 cycle: 34 EM cycle: 35 Log-likelihood: -0.11706 cycle: 35 EM cycle: 36 Log-likelihood: -0.11596 cycle: 36 EM cycle: 37 Log-likelihood: -0.11493 cycle: 37 EM cycle: 38 Log-likelihood: -0.11388 cycle: 38 EM cycle: 39 Log-likelihood: -0.11288 cycle: 39 EM cycle: 40 Log-likelihood: -0.11194 cycle: 40 EM cycle: 41 Log-likelihood: -0.11100 cycle: 41 EM cycle: 42 Log-likelihood: -0.11012 cycle: 42 EM cycle: 43 Log-likelihood: -0.10926 cycle: 43 EM cycle: 44 Log-likelihood: -0.10844 cycle: 44 EM cycle: 45 Log-likelihood: -0.10765 cycle: 45 EM cycle: 46 Log-likelihood: -0.10688 cycle: 46 EM cycle: 47 Log-likelihood: -0.10611 cycle: 47 EM cycle: 48 Log-likelihood: -0.10538 cycle: 48 EM cycle: 49 Log-likelihood: -0.10469 cycle: 49 EM cycle: 50 Log-likelihood: -0.10402 cycle: 50 EM cycle: 51 Log-likelihood: -0.10336 cycle: 51 EM cycle: 52 Log-likelihood: -0.10271 cycle: 52 EM cycle: 53 Log-likelihood: -0.10210 cycle: 53 EM cycle: 54 Log-likelihood: -0.10147 cycle: 54 EM cycle: 55 Log-likelihood: -0.10086 cycle: 55 EM cycle: 56 Log-likelihood: -0.10031 cycle: 56 EM cycle: 57 Log-likelihood: -0.09974 cycle: 57 EM cycle: 58 Log-likelihood: -0.09921 cycle: 58 EM cycle: 59 Log-likelihood: -0.09865 cycle: 59 EM cycle: 60 Log-likelihood: -0.09814 cycle: 60 EM cycle: 61 Log-likelihood: -0.09762 cycle: 61 EM cycle: 62 Log-likelihood: -0.09712 cycle: 62 EM cycle: 63 Log-likelihood: -0.09663 cycle: 63 EM cycle: 64 Log-likelihood: -0.09618 cycle: 64 EM cycle: 65 Log-likelihood: -0.09573 cycle: 65 EM cycle: 66 Log-likelihood: -0.09524 cycle: 66 EM cycle: 67 Log-likelihood: -0.09480 cycle: 67 EM cycle: 68 Log-likelihood: -0.09437 cycle: 68 EM cycle: 69 Log-likelihood: -0.09395 cycle: 69 EM cycle: 70 Log-likelihood: -0.09353 cycle: 70 EM cycle: 71 Log-likelihood: -0.09313 cycle: 71 EM cycle: 72 Log-likelihood: -0.09274 cycle: 72 EM cycle: 73 Log-likelihood: -0.09234 cycle: 73 EM cycle: 74 Log-likelihood: -0.09196 cycle: 74 EM cycle: 75 Log-likelihood: -0.09156 cycle: 75 EM cycle: 76 Log-likelihood: -0.09121 cycle: 76 EM cycle: 77 Log-likelihood: -0.09084 cycle: 77 EM cycle: 78 Log-likelihood: -0.09049 cycle: 78 EM cycle: 79 Log-likelihood: -0.09016 cycle: 79 EM cycle: 80 Log-likelihood: -0.08980 cycle: 80 EM cycle: 81 Log-likelihood: -0.08945 cycle: 81 EM cycle: 82 Log-likelihood: -0.08914 cycle: 82 EM cycle: 83 Log-likelihood: -0.08881 cycle: 83 EM cycle: 84 Log-likelihood: -0.08847 cycle: 84 EM cycle: 85 Log-likelihood: -0.08817 cycle: 85 EM cycle: 86 Log-likelihood: -0.08787 cycle: 86 EM cycle: 87 Log-likelihood: -0.08756 cycle: 87 EM cycle: 88 Log-likelihood: -0.08726 cycle: 88 EM cycle: 89 Log-likelihood: -0.08697 cycle: 89 EM cycle: 90 Log-likelihood: -0.08665 cycle: 90 EM cycle: 91 Log-likelihood: -0.08637 cycle: 91 EM completed. Final Log-Likelihood: -0.08637 Name | Total (ms) =========================== main | 66 init | 0 Bundle | 55 Bundle.init | 0 Bundle.explain | 54 Bundle.BDDCalc | 1 EM | 11 INFO (LEAP.java:214) - Current Log-Likelihood: -0.08637 Current Log-Likelihood: -0.08637 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some female)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] 3) stefan type male stefan type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass MUPS 3: [stefan Type male, stefan Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: stefan Type male 2 more removed: [markus hasChild anna, stefan hasChild markus] 4) father subClassOf male stefan type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass MUPS 4: [father SubClassOf male, stefan Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: stefan Type father 3 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus] Stop - satisfiable Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 3 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: father SubClassOf male 4 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: stefan Type male Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, father SubClassOf male, stefan hasChild markus, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 4 more removed: [markus hasChild anna, father SubClassOf male, stefan hasChild markus, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass] MUPS 4: [stefan Type male, stefan Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: stefan Type male 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] MUPS 4: [stefan Type male, stefan Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: stefan Type father 5 more removed: [father SubClassOf male, stefan hasChild markus, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 5 more removed: [father SubClassOf male, stefan hasChild markus, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: stefan Type male 5 more removed: [father SubClassOf male, stefan hasChild markus, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] MUPS 4: [stefan Type male, stefan Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: stefan Type father 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: stefan Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: stefan Type male 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] 2) martin type male martin type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass MUPS 2: [martin Type male, martin Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: martin Type male 1 more removed: [martin hasChild heinz] 3) father subClassOf male martin type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass MUPS 3: [father SubClassOf male, martin Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: martin Type father 2 more removed: [martin Type male, martin hasChild heinz] Stop - satisfiable Restoring axiom: martin Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 2 more removed: [martin Type male, martin hasChild heinz] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: father SubClassOf male 3 more removed: [martin Type male, martin hasChild heinz, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: martin Type male Removing axiom: martin Type father 3 more removed: [father SubClassOf male, martin hasChild heinz, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: martin Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 3 more removed: [father SubClassOf male, martin hasChild heinz, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 2 more removed: [father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass] 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 4: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 3 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass] MUPS 4: [martin Type male, martin Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: martin Type father 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: martin Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: martin Type male 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [father SubClassOf male, male SubClassOf person, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) markus type father markus type male ( male and ( father or hasChild some female ) ) subClassOf learnedClass MUPS 2: [markus Type father, markus Type male, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: markus Type father 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: markus Type father Removing axiom: markus Type male 1 more removed: [markus hasChild anna] 3) father subClassOf male markus type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass MUPS 3: [father SubClassOf male, markus Type father, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: markus Type father 2 more removed: [markus hasChild anna, markus Type male] Stop - satisfiable (early termination) Restoring axiom: markus Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 2 more removed: [markus hasChild anna, markus Type male] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: father SubClassOf male 3 more removed: [markus hasChild anna, markus Type male, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: markus Type male Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 3 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 2 more removed: [father SubClassOf male, male and (father or (hasChild some female)) SubClassOf learnedClass] 4) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 4: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 3 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass] MUPS 4: [markus Type father, markus Type male, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: markus Type father 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] 5) markus hasChild anna markus type male anna type female ( male and ( father or hasChild some female ) ) subClassOf learnedClass MUPS 5: [markus hasChild anna, markus Type male, anna Type female, male and (father or (hasChild some female)) SubClassOf learnedClass] Removing axiom: markus hasChild anna 5 more removed: [father SubClassOf male, markus Type father, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 5 more removed: [father SubClassOf male, markus Type father, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: markus Type male 5 more removed: [father SubClassOf male, markus Type father, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Removing axiom: anna Type female 5 more removed: [father SubClassOf male, markus Type father, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna Type female Restoring axiom: markus Type father Removing axiom: male and (father or (hasChild some female)) SubClassOf learnedClass 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Removing axiom: markus Type male 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 4 more removed: [father SubClassOf male, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 5 more removed: [father SubClassOf male, hasChild Domain person, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [father SubClassOf male, hasChild Domain person, hasChild Range person, male and (father or (hasChild some female)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58824 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.58459 - tag: 2 - #vars: 5 markus Type learnedClass - prob: 0.58824 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.59810 cycle: 1 EM cycle: 2 Log-likelihood: -0.50132 cycle: 2 EM cycle: 3 Log-likelihood: -0.36236 cycle: 3 EM cycle: 4 Log-likelihood: -0.30119 cycle: 4 EM cycle: 5 Log-likelihood: -0.26528 cycle: 5 EM cycle: 6 Log-likelihood: -0.24101 cycle: 6 EM cycle: 7 Log-likelihood: -0.22327 cycle: 7 EM cycle: 8 Log-likelihood: -0.20956 cycle: 8 EM cycle: 9 Log-likelihood: -0.19857 cycle: 9 EM cycle: 10 Log-likelihood: -0.18949 cycle: 10 EM cycle: 11 Log-likelihood: -0.18182 cycle: 11 EM cycle: 12 Log-likelihood: -0.17527 cycle: 12 EM cycle: 13 Log-likelihood: -0.16952 cycle: 13 EM cycle: 14 Log-likelihood: -0.16447 cycle: 14 EM cycle: 15 Log-likelihood: -0.15996 cycle: 15 EM cycle: 16 Log-likelihood: -0.15594 cycle: 16 EM cycle: 17 Log-likelihood: -0.15229 cycle: 17 EM cycle: 18 Log-likelihood: -0.14894 cycle: 18 EM cycle: 19 Log-likelihood: -0.14589 cycle: 19 EM cycle: 20 Log-likelihood: -0.14308 cycle: 20 EM cycle: 21 Log-likelihood: -0.14049 cycle: 21 EM cycle: 22 Log-likelihood: -0.13810 cycle: 22 EM cycle: 23 Log-likelihood: -0.13587 cycle: 23 EM cycle: 24 Log-likelihood: -0.13373 cycle: 24 EM cycle: 25 Log-likelihood: -0.13179 cycle: 25 EM cycle: 26 Log-likelihood: -0.12997 cycle: 26 EM cycle: 27 Log-likelihood: -0.12819 cycle: 27 EM cycle: 28 Log-likelihood: -0.12653 cycle: 28 EM cycle: 29 Log-likelihood: -0.12498 cycle: 29 EM cycle: 30 Log-likelihood: -0.12350 cycle: 30 EM cycle: 31 Log-likelihood: -0.12210 cycle: 31 EM cycle: 32 Log-likelihood: -0.12076 cycle: 32 EM cycle: 33 Log-likelihood: -0.11949 cycle: 33 EM cycle: 34 Log-likelihood: -0.11828 cycle: 34 EM cycle: 35 Log-likelihood: -0.11706 cycle: 35 EM cycle: 36 Log-likelihood: -0.11596 cycle: 36 EM cycle: 37 Log-likelihood: -0.11493 cycle: 37 EM cycle: 38 Log-likelihood: -0.11388 cycle: 38 EM cycle: 39 Log-likelihood: -0.11288 cycle: 39 EM cycle: 40 Log-likelihood: -0.11194 cycle: 40 EM cycle: 41 Log-likelihood: -0.11100 cycle: 41 EM cycle: 42 Log-likelihood: -0.11012 cycle: 42 EM cycle: 43 Log-likelihood: -0.10926 cycle: 43 EM cycle: 44 Log-likelihood: -0.10844 cycle: 44 EM cycle: 45 Log-likelihood: -0.10765 cycle: 45 EM cycle: 46 Log-likelihood: -0.10688 cycle: 46 EM cycle: 47 Log-likelihood: -0.10611 cycle: 47 EM cycle: 48 Log-likelihood: -0.10538 cycle: 48 EM cycle: 49 Log-likelihood: -0.10469 cycle: 49 EM cycle: 50 Log-likelihood: -0.10402 cycle: 50 EM cycle: 51 Log-likelihood: -0.10336 cycle: 51 EM cycle: 52 Log-likelihood: -0.10271 cycle: 52 EM cycle: 53 Log-likelihood: -0.10210 cycle: 53 EM cycle: 54 Log-likelihood: -0.10147 cycle: 54 EM cycle: 55 Log-likelihood: -0.10086 cycle: 55 EM cycle: 56 Log-likelihood: -0.10031 cycle: 56 EM cycle: 57 Log-likelihood: -0.09974 cycle: 57 EM cycle: 58 Log-likelihood: -0.09921 cycle: 58 EM cycle: 59 Log-likelihood: -0.09865 cycle: 59 EM cycle: 60 Log-likelihood: -0.09814 cycle: 60 EM cycle: 61 Log-likelihood: -0.09762 cycle: 61 EM cycle: 62 Log-likelihood: -0.09712 cycle: 62 EM cycle: 63 Log-likelihood: -0.09663 cycle: 63 EM cycle: 64 Log-likelihood: -0.09618 cycle: 64 EM cycle: 65 Log-likelihood: -0.09573 cycle: 65 EM cycle: 66 Log-likelihood: -0.09524 cycle: 66 EM cycle: 67 Log-likelihood: -0.09480 cycle: 67 EM cycle: 68 Log-likelihood: -0.09437 cycle: 68 EM cycle: 69 Log-likelihood: -0.09395 cycle: 69 EM cycle: 70 Log-likelihood: -0.09353 cycle: 70 EM cycle: 71 Log-likelihood: -0.09313 cycle: 71 EM cycle: 72 Log-likelihood: -0.09274 cycle: 72 EM cycle: 73 Log-likelihood: -0.09234 cycle: 73 EM cycle: 74 Log-likelihood: -0.09196 cycle: 74 EM cycle: 75 Log-likelihood: -0.09156 cycle: 75 EM cycle: 76 Log-likelihood: -0.09121 cycle: 76 EM cycle: 77 Log-likelihood: -0.09084 cycle: 77 EM cycle: 78 Log-likelihood: -0.09049 cycle: 78 EM cycle: 79 Log-likelihood: -0.09016 cycle: 79 EM cycle: 80 Log-likelihood: -0.08980 cycle: 80 EM cycle: 81 Log-likelihood: -0.08945 cycle: 81 EM cycle: 82 Log-likelihood: -0.08914 cycle: 82 EM cycle: 83 Log-likelihood: -0.08881 cycle: 83 EM cycle: 84 Log-likelihood: -0.08847 cycle: 84 EM cycle: 85 Log-likelihood: -0.08817 cycle: 85 EM cycle: 86 Log-likelihood: -0.08787 cycle: 86 EM cycle: 87 Log-likelihood: -0.08756 cycle: 87 EM cycle: 88 Log-likelihood: -0.08726 cycle: 88 EM cycle: 89 Log-likelihood: -0.08697 cycle: 89 EM cycle: 90 Log-likelihood: -0.08665 cycle: 90 EM cycle: 91 Log-likelihood: -0.08637 cycle: 91 EM completed. Final Log-Likelihood: -0.08637 Name | Total (ms) =========================== main | 83 init | 0 Bundle | 74 Bundle.init | 0 Bundle.explain | 73 Bundle.BDDCalc | 0 EM | 9 INFO (LEAP.java:214) - Current Log-Likelihood: -0.08637 Current Log-Likelihood: -0.08637 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some father)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner Initializing... Preparing Probability map... Preparing Probability Map... Random Seed set to: 0 Created 10 probabilistic axiom Probability Map computed. Size: 10 Initialization completed Start finding explanations for every example (Computing BDDs)... Query 1 of 4 (25%) Positive Example: stefan Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({stefan}) Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Domain person, stefan hasChild markus, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass MUPS 2: [stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: stefan hasChild markus 1 more removed: [markus hasChild anna] 3) stefan type male ( male and ( father or hasChild some father ) ) subClassOf learnedClass stefan type father MUPS 3: [stefan Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan Type father] Removing axiom: stefan Type male 2 more removed: [markus hasChild anna, stefan hasChild markus] 4) father subClassOf male ( male and ( father or hasChild some father ) ) subClassOf learnedClass stefan type father MUPS 4: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 3 more removed: [stefan Type male, markus hasChild anna, stefan hasChild markus] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [stefan Type male, markus hasChild anna, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan hasChild markus] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: father SubClassOf male 4 more removed: [stefan Type male, markus hasChild anna, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan hasChild markus] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: stefan Type male Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan hasChild markus] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan hasChild markus] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass] MUPS 4: [stefan Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: stefan Type male 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Range person 4 more removed: [markus hasChild anna, father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Range person Restoring axiom: markus hasChild anna Removing axiom: stefan hasChild markus 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 4: [stefan Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 5 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: stefan Type father 5 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: stefan Type male 5 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan hasChild markus, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: stefan hasChild markus Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] MUPS 4: [stefan Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, stefan Type father] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: stefan Type father 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type father Removing axiom: stefan Type male 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: stefan Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({martin}) Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [martin hasChild heinz, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 0 more removed: [] 2) martin type male ( male and ( father or hasChild some father ) ) subClassOf learnedClass martin type father MUPS 2: [martin Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, martin Type father] Removing axiom: martin Type male 1 more removed: [martin hasChild heinz] 3) father subClassOf male ( male and ( father or hasChild some father ) ) subClassOf learnedClass martin type father MUPS 3: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, martin Type father] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 2 more removed: [martin Type male, martin hasChild heinz] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: martin Type father 3 more removed: [martin Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, martin hasChild heinz] Stop - satisfiable (early termination) Restoring axiom: martin Type father Removing axiom: father SubClassOf male 3 more removed: [martin Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, martin hasChild heinz] Stop - satisfiable (early termination) Restoring axiom: father SubClassOf male Restoring axiom: martin Type male Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 3 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, martin hasChild heinz] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: martin Type father 3 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, martin hasChild heinz] Stop - satisfiable (early termination) Restoring axiom: martin Type father Restoring axiom: martin hasChild heinz Removing axiom: hasChild Range person 2 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass] 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass MUPS 4: [heinz Type male, male SubClassOf person, martin hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: martin hasChild heinz 3 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: martin hasChild heinz Removing axiom: hasChild some person SubClassOf learnedClass 3 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person] MUPS 4: [martin Type male, male and (father or (hasChild some father)) SubClassOf learnedClass, martin Type father] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: martin Type father 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type father Removing axiom: martin Type male 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: martin Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: heinz Type male 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: heinz Type male Removing axiom: male SubClassOf person 4 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: male SubClassOf person Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 5 more removed: [father SubClassOf male, male and (father or (hasChild some father)) SubClassOf learnedClass, male SubClassOf person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Get 2147483647 explanation(s) for: (not (learnedClass)) and ({markus}) Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass MUPS 1: [markus hasChild anna, hasChild Range person, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 0 more removed: [] 2) ( male and ( father or hasChild some father ) ) subClassOf learnedClass markus type father markus type male MUPS 2: [male and (father or (hasChild some father)) SubClassOf learnedClass, markus Type father, markus Type male] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 1 more removed: [markus hasChild anna] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: markus Type father 2 more removed: [markus hasChild anna, male and (father or (hasChild some father)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type father Removing axiom: markus Type male 2 more removed: [markus hasChild anna, male and (father or (hasChild some father)) SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: markus hasChild anna Removing axiom: hasChild Range person 1 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass] 3) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass MUPS 3: [markus hasChild anna, hasChild Domain person, anna hasChild heinz, hasChild some person SubClassOf learnedClass] Removing axiom: markus hasChild anna 2 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person] Stop - satisfiable (early termination) Restoring axiom: markus hasChild anna Removing axiom: hasChild some person SubClassOf learnedClass 2 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person] MUPS 3: [male and (father or (hasChild some father)) SubClassOf learnedClass, markus Type father, markus Type male] Removing axiom: male and (father or (hasChild some father)) SubClassOf learnedClass 3 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable Restoring axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Removing axiom: markus Type father 3 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type father Removing axiom: markus Type male 3 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: markus Type male Restoring axiom: hasChild some person SubClassOf learnedClass Removing axiom: hasChild Domain person 3 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild Domain person Removing axiom: anna hasChild heinz 4 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: anna hasChild heinz Restoring axiom: hasChild Range person Removing axiom: hasChild some person SubClassOf learnedClass 4 more removed: [male and (father or (hasChild some father)) SubClassOf learnedClass, hasChild Domain person, hasChild Range person, hasChild some person SubClassOf learnedClass] Stop - satisfiable (early termination) Restoring axiom: hasChild some person SubClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Get 2147483647 explanation(s) for: (not (not (learnedClass))) and ({heinz}) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Get 2147483647 explanation(s) for: (not (learnedClass)) and ({heinz}) Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58824 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.58459 - tag: 2 - #vars: 5 markus Type learnedClass - prob: 0.58824 - tag: 3 - #vars: 4 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.59810 cycle: 1 EM cycle: 2 Log-likelihood: -0.50132 cycle: 2 EM cycle: 3 Log-likelihood: -0.36236 cycle: 3 EM cycle: 4 Log-likelihood: -0.30119 cycle: 4 EM cycle: 5 Log-likelihood: -0.26528 cycle: 5 EM cycle: 6 Log-likelihood: -0.24101 cycle: 6 EM cycle: 7 Log-likelihood: -0.22327 cycle: 7 EM cycle: 8 Log-likelihood: -0.20956 cycle: 8 EM cycle: 9 Log-likelihood: -0.19857 cycle: 9 EM cycle: 10 Log-likelihood: -0.18949 cycle: 10 EM cycle: 11 Log-likelihood: -0.18182 cycle: 11 EM cycle: 12 Log-likelihood: -0.17527 cycle: 12 EM cycle: 13 Log-likelihood: -0.16952 cycle: 13 EM cycle: 14 Log-likelihood: -0.16447 cycle: 14 EM cycle: 15 Log-likelihood: -0.15996 cycle: 15 EM cycle: 16 Log-likelihood: -0.15594 cycle: 16 EM cycle: 17 Log-likelihood: -0.15229 cycle: 17 EM cycle: 18 Log-likelihood: -0.14894 cycle: 18 EM cycle: 19 Log-likelihood: -0.14589 cycle: 19 EM cycle: 20 Log-likelihood: -0.14308 cycle: 20 EM cycle: 21 Log-likelihood: -0.14049 cycle: 21 EM cycle: 22 Log-likelihood: -0.13810 cycle: 22 EM cycle: 23 Log-likelihood: -0.13587 cycle: 23 EM cycle: 24 Log-likelihood: -0.13373 cycle: 24 EM cycle: 25 Log-likelihood: -0.13179 cycle: 25 EM cycle: 26 Log-likelihood: -0.12997 cycle: 26 EM cycle: 27 Log-likelihood: -0.12819 cycle: 27 EM cycle: 28 Log-likelihood: -0.12653 cycle: 28 EM cycle: 29 Log-likelihood: -0.12498 cycle: 29 EM cycle: 30 Log-likelihood: -0.12350 cycle: 30 EM cycle: 31 Log-likelihood: -0.12210 cycle: 31 EM cycle: 32 Log-likelihood: -0.12076 cycle: 32 EM cycle: 33 Log-likelihood: -0.11949 cycle: 33 EM cycle: 34 Log-likelihood: -0.11828 cycle: 34 EM cycle: 35 Log-likelihood: -0.11706 cycle: 35 EM cycle: 36 Log-likelihood: -0.11596 cycle: 36 EM cycle: 37 Log-likelihood: -0.11493 cycle: 37 EM cycle: 38 Log-likelihood: -0.11388 cycle: 38 EM cycle: 39 Log-likelihood: -0.11288 cycle: 39 EM cycle: 40 Log-likelihood: -0.11194 cycle: 40 EM cycle: 41 Log-likelihood: -0.11100 cycle: 41 EM cycle: 42 Log-likelihood: -0.11012 cycle: 42 EM cycle: 43 Log-likelihood: -0.10926 cycle: 43 EM cycle: 44 Log-likelihood: -0.10844 cycle: 44 EM cycle: 45 Log-likelihood: -0.10765 cycle: 45 EM cycle: 46 Log-likelihood: -0.10688 cycle: 46 EM cycle: 47 Log-likelihood: -0.10611 cycle: 47 EM cycle: 48 Log-likelihood: -0.10538 cycle: 48 EM cycle: 49 Log-likelihood: -0.10469 cycle: 49 EM cycle: 50 Log-likelihood: -0.10402 cycle: 50 EM cycle: 51 Log-likelihood: -0.10336 cycle: 51 EM cycle: 52 Log-likelihood: -0.10271 cycle: 52 EM cycle: 53 Log-likelihood: -0.10210 cycle: 53 EM cycle: 54 Log-likelihood: -0.10147 cycle: 54 EM cycle: 55 Log-likelihood: -0.10086 cycle: 55 EM cycle: 56 Log-likelihood: -0.10031 cycle: 56 EM cycle: 57 Log-likelihood: -0.09974 cycle: 57 EM cycle: 58 Log-likelihood: -0.09921 cycle: 58 EM cycle: 59 Log-likelihood: -0.09865 cycle: 59 EM cycle: 60 Log-likelihood: -0.09814 cycle: 60 EM cycle: 61 Log-likelihood: -0.09762 cycle: 61 EM cycle: 62 Log-likelihood: -0.09712 cycle: 62 EM cycle: 63 Log-likelihood: -0.09663 cycle: 63 EM cycle: 64 Log-likelihood: -0.09618 cycle: 64 EM cycle: 65 Log-likelihood: -0.09573 cycle: 65 EM cycle: 66 Log-likelihood: -0.09524 cycle: 66 EM cycle: 67 Log-likelihood: -0.09480 cycle: 67 EM cycle: 68 Log-likelihood: -0.09437 cycle: 68 EM cycle: 69 Log-likelihood: -0.09395 cycle: 69 EM cycle: 70 Log-likelihood: -0.09353 cycle: 70 EM cycle: 71 Log-likelihood: -0.09313 cycle: 71 EM cycle: 72 Log-likelihood: -0.09274 cycle: 72 EM cycle: 73 Log-likelihood: -0.09234 cycle: 73 EM cycle: 74 Log-likelihood: -0.09196 cycle: 74 EM cycle: 75 Log-likelihood: -0.09156 cycle: 75 EM cycle: 76 Log-likelihood: -0.09121 cycle: 76 EM cycle: 77 Log-likelihood: -0.09084 cycle: 77 EM cycle: 78 Log-likelihood: -0.09049 cycle: 78 EM cycle: 79 Log-likelihood: -0.09016 cycle: 79 EM cycle: 80 Log-likelihood: -0.08980 cycle: 80 EM cycle: 81 Log-likelihood: -0.08945 cycle: 81 EM cycle: 82 Log-likelihood: -0.08914 cycle: 82 EM cycle: 83 Log-likelihood: -0.08881 cycle: 83 EM cycle: 84 Log-likelihood: -0.08847 cycle: 84 EM cycle: 85 Log-likelihood: -0.08817 cycle: 85 EM cycle: 86 Log-likelihood: -0.08787 cycle: 86 EM cycle: 87 Log-likelihood: -0.08756 cycle: 87 EM cycle: 88 Log-likelihood: -0.08726 cycle: 88 EM cycle: 89 Log-likelihood: -0.08697 cycle: 89 EM cycle: 90 Log-likelihood: -0.08665 cycle: 90 EM cycle: 91 Log-likelihood: -0.08637 cycle: 91 EM completed. Final Log-Likelihood: -0.08637 Name | Total (ms) =========================== main | 63 init | 1 Bundle | 53 Bundle.init | 0 Bundle.explain | 50 Bundle.BDDCalc | 0 EM | 9 INFO (LEAP.java:214) - Current Log-Likelihood: -0.08637 Current Log-Likelihood: -0.08637 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:108) - Greedy search finished Greedy search finished DEBUG (AbstractLEAP.java:330) - Replacing super class "dummyClass" with "classToDescribe" Replacing super class "dummyClass" with "classToDescribe" INFO (AbstractLEAP.java:393) - Learned Axiom: hasChild some person SubClassOf father Learned Axiom: hasChild some person SubClassOf father DEBUG (AbstractLEAP.java:406) - Replaced all the super classes Replaced all the super classes INFO (LEAP.java:126) - Saving the learned ontology Saving the learned ontology INFO (AbstractLEAP.java:188) - Main: 10758 ms Main: 10758 ms INFO (AbstractLEAP.java:189) - CELOE: 10002 ms CELOE: 10002 ms INFO (AbstractLEAP.java:200) - EDGE: 729 ms EDGE: 729 ms INFO (AbstractLEAP.java:200) - Bundle: 610 ms Bundle: 610 ms INFO (AbstractLEAP.java:200) - BDDCalc: 3 ms BDDCalc: 3 ms INFO (AbstractLEAP.java:200) - explain: 592 ms explain: 592 ms INFO (AbstractLEAP.java:200) - init: 0 ms init: 0 ms INFO (AbstractLEAP.java:200) - EM: 104 ms EM: 104 ms INFO (AbstractLEAP.java:200) - init: 5 ms init: 5 ms INFO (AbstractLEAP.java:208) - Other: 27 ms Other: 27 ms INFO (AbstractLEAP.java:209) - Program client: execution successfully terminated Program client: execution successfully terminated Test case 3 - Dummy parameter learner Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@45d38165 Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@38b54694, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@63880be9, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@13714753, org.semanticweb.owlapi.rio.RioRDFaParserFactory@96be1ae, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@1f3f434, org.semanticweb.owlapi.rio.RioTrixParserFactory@2d3c501b, org.semanticweb.owlapi.rio.RioN3ParserFactory@d3d5094, org.semanticweb.owlapi.rio.RioTurtleParserFactory@7b8cb283, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@27ec74a3, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@6eb5b9e7, org.semanticweb.owlapi.rio.RioJsonParserFactory@54bc3bcf, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@35ff072c, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@c0004b7, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@26612078, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@3c3cd7a5, org.semanticweb.owlapi.rio.RioTrigParserFactory@77e730bd, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@39ead1b7, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@7619fbe7]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@27053257]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@4df13dd0, org.semanticweb.owlapi.rio.RioN3StorerFactory@4bca8eaf, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@424a152f, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@15ad5acb, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@30665461, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@59c862af, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@146833a2, org.semanticweb.owlapi.rio.RioJsonStorerFactory@45539bd8, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@4bb9f7d4, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@662713b6, org.semanticweb.owlapi.rio.RioTrigStorerFactory@4d75c604, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@50b38342, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@6a0e97fc, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@52d59507, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@b8142f4, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@33f2eb04, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@408d945b, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@55e5415d, org.semanticweb.owlapi.rio.RioTrixStorerFactory@3265995e, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@2ed7978c]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'http://www.oracle.com/xml/jaxp/properties/entityExpansionLimit' is not recognized. entityExpansionLimit not supported by parser type org.apache.xerces.jaxp.SAXParserImpl, error message: Property 'entityExpansionLimit' is not recognized. Total number of triples: 27 Loaded OntologyID(OntologyIRI(<http://example.com/father>) VersionIRI(<null>)) Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner) Materializing TBox... materialising concepts materialising object properties ... finished materialising object properties. materialising datatype properties finished materialising data properties. ...TBox materialised in 0 ms. classHierarchy: Thing person female male father object properties: [hasChild] Numeric Splits: {} Debug logger: true DEBUG (AbstractLEAP.java:129) - getting the individuals getting the individuals DEBUG (AbstractLEAP.java:166) - convert the individuals into assertional axioms convert the individuals into assertional axioms Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@6c6919ff Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioNTriplesParserFactory@3a3bc0da, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@270f7b4d, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@1e029a04, org.semanticweb.owlapi.rio.RioTrixParserFactory@45832b85, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@278cb145, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@3063be68, org.semanticweb.owlapi.rio.RioRDFaParserFactory@2d2f09a4, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@5de335cf, org.semanticweb.owlapi.rio.RioTurtleParserFactory@103478b8, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@b81938d, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@ab4d2ba, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@65ff4b8c, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@c677d7e, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@39f68aec, org.semanticweb.owlapi.rio.RioJsonParserFactory@50e8ed74, org.semanticweb.owlapi.rio.RioN3ParserFactory@74eab077, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@56b704ea, org.semanticweb.owlapi.rio.RioTrigParserFactory@215a0264]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@2aa0feb2]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@73aae7a, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@d190639, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@4ac0ed65, org.semanticweb.owlapi.rio.RioN3StorerFactory@5dba3fdc, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@5c7c75fb, org.semanticweb.owlapi.rio.RioTrigStorerFactory@614cbec4, org.semanticweb.owlapi.rio.RioTrixStorerFactory@3835d3fd, org.semanticweb.owlapi.rio.RioJsonStorerFactory@70421a08, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@bea5941, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@df6f19b, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@32069394, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@6d842877, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@2125535d, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@2759749, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@5f82209e, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@351c6341, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@4adcc981, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@3856d0cb, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@4efed0e0, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@729d6ee2]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@515c732d Loading file META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper No files found for META-INF/services/org.semanticweb.owlapi.model.OWLOntologyIRIMapper Injecting values [[]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setIRIMappers(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioRDFaParserFactory@764db16c, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@34fc315d, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@2cebf82f, org.semanticweb.owlapi.rio.RioTrixParserFactory@50ac1249, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@4a5fab78, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@5ae87de0, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@45cb5307, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@543d2ef3, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@1f85904a, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@4910afdf, org.semanticweb.owlapi.rio.RioTurtleParserFactory@4bf10fe1, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@399c408c, org.semanticweb.owlapi.rio.RioN3ParserFactory@633a11eb, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@7a247711, org.semanticweb.owlapi.rio.RioJsonParserFactory@514dc5f4, org.semanticweb.owlapi.rio.RioTrigParserFactory@1c8e2850, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@99223ac, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@77a85e76]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set). Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@34f48d1]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set). Injecting values [[org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@18887028, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@5ffd35dd, org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@36a1fd20, org.semanticweb.owlapi.rio.RioN3StorerFactory@69ab2d6a, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@45f8415b, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@57afe44b, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@311a09b2, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@301d84f6, org.semanticweb.owlapi.rio.RioTrixStorerFactory@2c0a3826, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@6f80cf5, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@4dad2363, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@674ed201, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@4cacccbf, org.semanticweb.owlapi.rio.RioTrigStorerFactory@28f8ce2e, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@505a8582, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@465d1345, org.semanticweb.owlapi.rio.RioJsonStorerFactory@10dbf660, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@57920d6c, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@4af0c50, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@114b2414]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set). DEBUG (LEAP.java:71) - Starting structure learner LEAP Starting structure learner LEAP start class:Thing more accurate (75.00%) class expression found after 0ms: Thing computeM BOOL DPs:[] Numeric DPs:[] most general properties: `hasChild=1 m: {1=[person], 2=[not (father), not (female)], 3=[hasChild some Thing, hasChild only Thing], 4=[hasChild max 0 Thing]} more accurate (100.00%) class expression found after 2ms: hasChild some person m for person: {1=[female, male], 2=[not (father), not (female), not (male)], 3=[hasChild some Thing, hasChild only Thing], 4=[hasChild max 0 Thing]} Algorithm terminated successfully (time: 10s 0ms, 10311 descriptions tested, 7055 nodes in the search tree). number of retrievals: 10456 retrieval reasoning time: 92ms ( 0ms per retrieval) number of instance checks: 56 (0 multiple) instance check reasoning time: 0ms ( 0ms per instance check) (complex) subsumption checks: 299 (0 multiple) subsumption reasoning time: 10ms ( 0ms per subsumption check) overall reasoning time: 103ms solutions: 1: hasChild some person 100.00% 2: female or (hasChild some person) 100.00% 3: male and (hasChild some person) 100.00% 4: (not (male)) or (hasChild some person) 100.00% 5: (not (female)) and (hasChild some person) 100.00% 6: (hasChild some female) or (hasChild some male) 100.00% 7: male and (father or (hasChild some person)) 100.00% 8: male and (father or (hasChild some male)) 100.00% 9: male and (father or (hasChild some female)) 100.00% 10: male and (father or (hasChild some father)) 100.00% INFO (LEAP.java:99) - Start greedy search Start greedy search DEBUG (LEAP.java:169) - Initial Log-likelihood: -41.44653 Initial Log-likelihood: -41.44653 INFO (DummyParameterLearner.java:150) - Successful creation of the learned ontology Successful creation of the learned ontology INFO (DummyParameterLearner.java:151) - Ontology created in 0.0 (ms) Ontology created in 0.0 (ms) INFO (LEAP.java:192) - Type of axiom to learn: subClassOf axioms Type of axiom to learn: subClassOf axioms INFO (LEAP.java:195) - number of axiom chunks: 10 number of axiom chunks: 10 INFO (LEAP.java:202) - Adding axiom: hasChild some person SubClassOf learnedClass Adding axiom: hasChild some person SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 9 probabilistic axiom Created 9 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 9 Probability Map computed. Size: 9 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:254) - Log-Likelihood enhanced. Updating ontologies... Log-Likelihood enhanced. Updating ontologies... DEBUG (LEAP.java:318) - Updating ontology Updating ontology INFO (DummyParameterLearner.java:150) - Successful creation of the learned ontology Successful creation of the learned ontology INFO (DummyParameterLearner.java:151) - Ontology created in 0.0 (ms) Ontology created in 0.0 (ms) DEBUG (LEAP.java:321) - Ontology Updated Ontology Updated INFO (LEAP.java:202) - Adding axiom: female or (hasChild some person) SubClassOf learnedClass Adding axiom: female or (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (hasChild some person) SubClassOf learnedClass Adding axiom: male and (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass Adding axiom: (not (male)) or (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass Adding axiom: (not (female)) and (hasChild some person) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass Adding axiom: (hasChild some female) or (hasChild some male) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some person)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some person)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some male)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some male)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some female)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some female)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:202) - Adding axiom: male and (father or (hasChild some father)) SubClassOf learnedClass Adding axiom: male and (father or (hasChild some father)) SubClassOf learnedClass INFO (LEAP.java:211) - Running parameter learner Running parameter learner INFO (DummyParameterLearner.java:242) - Created 10 probabilistic axiom Created 10 probabilistic axiom INFO (DummyParameterLearner.java:247) - Probability Map computed. Size: 10 Probability Map computed. Size: 10 INFO (LEAP.java:214) - Current Log-Likelihood: 0 Current Log-Likelihood: 0 INFO (LEAP.java:302) - Log-Likelihood worsened. Removing Last Axioms... Log-Likelihood worsened. Removing Last Axioms... INFO (LEAP.java:108) - Greedy search finished Greedy search finished DEBUG (AbstractLEAP.java:330) - Replacing super class "dummyClass" with "classToDescribe" Replacing super class "dummyClass" with "classToDescribe" INFO (AbstractLEAP.java:393) - Learned Axiom: hasChild some person SubClassOf father Learned Axiom: hasChild some person SubClassOf father DEBUG (AbstractLEAP.java:406) - Replaced all the super classes Replaced all the super classes INFO (LEAP.java:126) - Saving the learned ontology Saving the learned ontology INFO (AbstractLEAP.java:188) - Main: 10024 ms Main: 10024 ms INFO (AbstractLEAP.java:189) - CELOE: 10001 ms CELOE: 10001 ms INFO (AbstractLEAP.java:200) - DummyParameterLearner: 0 ms DummyParameterLearner: 0 ms INFO (AbstractLEAP.java:208) - Other: 23 ms Other: 23 ms INFO (AbstractLEAP.java:209) - Program client: execution successfully terminated Program client: execution successfully terminated [INFO] Tests run: 3, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 31.232 s - in org.dllearner.algorithms.probabilistic.structure.unife.leap.LEAPTest [INFO] Running org.dllearner.algorithms.probabilistic.structure.distributed.unife.leap.AppTest [INFO] Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 0.003 s - in org.dllearner.algorithms.probabilistic.structure.distributed.unife.leap.AppTest [INFO] [INFO] Results: [INFO] [INFO] Tests run: 5, Failures: 0, Errors: 0, Skipped: 0 [INFO] [JENKINS] Recording test results [INFO] [INFO] --- maven-jar-plugin:3.0.2:jar (default-jar) @ components-ext --- [INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/target/components-ext-1.3.1-SNAPSHOT.jar [INFO] [INFO] --- maven-install-plugin:2.4:install (default-install) @ components-ext --- [INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/target/components-ext-1.3.1-SNAPSHOT.jar to /usr/share/tomcat8/.m2/repository/org/dllearner/components-ext/1.3.1-SNAPSHOT/components-ext-1.3.1-SNAPSHOT.jar [INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/dependency-updates/workspace/components-ext/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/components-ext/1.3.1-SNAPSHOT/components-ext-1.3.1-SNAPSHOT.pom