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 | 60
init | 0
Bundle | 51
Bundle.init | 0
Bundle.explain | 50
Bundle.BDDCalc | 0
EM | 8
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 | 52
init | 0
Bundle | 43
Bundle.init | 0
Bundle.explain | 40
Bundle.BDDCalc | 1
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: 10627 ms
Main: 10627 ms
INFO (AbstractLEAP.java:189) - CELOE: 10001 ms
CELOE: 10001 ms
INFO (AbstractLEAP.java:200) - EDGE: 603 ms
EDGE: 603 ms
INFO (AbstractLEAP.java:200) - Bundle: 501 ms
Bundle: 501 ms
INFO (AbstractLEAP.java:200) - BDDCalc: 7 ms
BDDCalc: 7 ms
INFO (AbstractLEAP.java:200) - explain: 479 ms
explain: 479 ms
INFO (AbstractLEAP.java:200) - init: 1 ms
init: 1 ms
INFO (AbstractLEAP.java:200) - EM: 90 ms
EM: 90 ms
INFO (AbstractLEAP.java:200) - init: 6 ms
init: 6 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
Test case 3 - Dummy parameter learner
Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@54b2d002
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@b849fa6, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@2095c331, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@40ddf339, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@586486c, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@57bac3f0, org.semanticweb.owlapi.rio.RioN3ParserFactory@7b795db7, org.semanticweb.owlapi.rio.RioTurtleParserFactory@774c5e5c, org.semanticweb.owlapi.rio.RioRDFaParserFactory@7fbbdd8a, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@4e9ea32f, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@4cf01c41, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@1d1c63af, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@55f6f965, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@d271a54, org.semanticweb.owlapi.rio.RioTrigParserFactory@79ec57b8, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@c83ed77, org.semanticweb.owlapi.rio.RioTrixParserFactory@56ba8e8c, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@6ff8e744, org.semanticweb.owlapi.rio.RioJsonParserFactory@3909a854]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set).
Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@409395b9]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set).
Injecting values [[org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@53e82089, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@61d42275, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@2a259f6f, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@5e80d5, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@4148ce43, org.semanticweb.owlapi.rio.RioJsonStorerFactory@4ec27c4c, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@6614289a, org.semanticweb.owlapi.rio.RioN3StorerFactory@12200670, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@670c171c, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@66a8751a, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@416b681c, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@78861d9e, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@3df3410a, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@257b3561, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@46fb9581, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@6207145c, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@7ccf6114, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@6fcc0a1, org.semanticweb.owlapi.rio.RioTrixStorerFactory@1eabfad5, org.semanticweb.owlapi.rio.RioTrigStorerFactory@6a878778]] 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
[.....] 0%
[=....] 20%
[==...] 40%
[===..] 60%materialising object properties ...
[====.] 80%materialising datatype properties
finished materialising data properties.
...TBox materialised in 1 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@146833a2
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@183ef89a, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@424a152f, org.semanticweb.owlapi.rio.RioN3ParserFactory@15ad5acb, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@12270a01, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@59c862af, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@5a8b42a3, org.semanticweb.owlapi.rio.RioTurtleParserFactory@351e86b2, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@4bb9f7d4, org.semanticweb.owlapi.rio.RioRDFaParserFactory@673a9db4, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@11582db6, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@50b38342, org.semanticweb.owlapi.rio.RioTrigParserFactory@2792c28, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@5649f55, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@558127d2, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@44106e25, org.semanticweb.owlapi.rio.RioJsonParserFactory@408d945b, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@57a5b03, org.semanticweb.owlapi.rio.RioTrixParserFactory@6fa7ce4]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set).
Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@4552f905]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set).
Injecting values [[org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@646d58cd, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@fb2c2f3, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@2133b712, org.semanticweb.owlapi.rio.RioJsonStorerFactory@12532e37, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@7d4da729, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@6b64bf61, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@48da64f2, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@4e3ee457, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@1d5bb5c, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@41b66d1, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@4b7e4d14, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@388e4c25, org.semanticweb.owlapi.rio.RioTrigStorerFactory@148fca83, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@2aa811f9, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@66abb2fa, org.semanticweb.owlapi.rio.RioN3StorerFactory@401b67a9, org.semanticweb.owlapi.rio.RioTrixStorerFactory@2d2a8819, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@60b553f, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@7846913f, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@72585e83]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyStorers(java.util.Set).
Injecting object uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl@70f91ae3
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@1791e231, org.semanticweb.owlapi.rio.RioTrixParserFactory@24ac6fef, org.semanticweb.owlapi.rdf.rdfxml.parser.RDFXMLParserFactory@3155f190, org.semanticweb.owlapi.rio.RioJsonLDParserFactory@5c2a3f0c, org.semanticweb.owlapi.functional.parser.OWLFunctionalSyntaxOWLParserFactory@13f36d75, org.semanticweb.owlapi.oboformat.OBOFormatOWLAPIParserFactory@cfb94fd, org.semanticweb.owlapi.rio.RioBinaryRdfParserFactory@601d9f3a, org.semanticweb.owlapi.rio.RioRDFXMLParserFactory@55397d15, org.semanticweb.owlapi.manchestersyntax.parser.ManchesterOWLSyntaxOntologyParserFactory@227b9277, org.semanticweb.owlapi.rio.RioTrigParserFactory@5e360c3b, org.semanticweb.owlapi.rio.RioNTriplesParserFactory@5ca4c88a, org.semanticweb.owlapi.rdf.turtle.parser.TurtleOntologyParserFactory@b56d8a7, org.semanticweb.owlapi.rio.RioN3ParserFactory@5d93ff21, org.semanticweb.owlapi.owlxml.parser.OWLXMLParserFactory@6de5ad56, org.semanticweb.owlapi.rio.RioJsonParserFactory@6585df70, org.semanticweb.owlapi.rio.RioTurtleParserFactory@3cb49121, org.semanticweb.owlapi.krss2.parser.KRSS2OWLParserFactory@4c4215d7, org.semanticweb.owlapi.rio.RioNQuadsParserFactory@51fb5fe6]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyParsers(java.util.Set).
Injecting values [[uk.ac.manchester.cs.owl.owlapi.OWLOntologyFactoryImpl@4ebd8d2]] on method public void uk.ac.manchester.cs.owl.owlapi.OWLOntologyManagerImpl.setOntologyFactories(java.util.Set).
Injecting values [[org.semanticweb.owlapi.rio.RioBinaryRdfStorerFactory@44a44a04, org.semanticweb.owlapi.rio.RioTrigStorerFactory@124ff64d, org.semanticweb.owlapi.owlxml.renderer.OWLXMLStorerFactory@5e05a706, org.semanticweb.owlapi.manchestersyntax.renderer.ManchesterSyntaxStorerFactory@3a69014e, org.semanticweb.owlapi.rio.RioTrixStorerFactory@75aa7703, org.semanticweb.owlapi.krss2.renderer.KRSS2OWLSyntaxStorerFactory@27746c5e, org.semanticweb.owlapi.rio.RioNQuadsStorerFactory@360a3106, org.semanticweb.owlapi.rio.RioTurtleStorerFactory@79777da7, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxStorerFactory@54737322, org.semanticweb.owlapi.rio.RioJsonLDStorerFactory@5a63fa71, org.semanticweb.owlapi.rdf.rdfxml.renderer.RDFXMLStorerFactory@3395c2a7, org.semanticweb.owlapi.rio.RioJsonStorerFactory@a6fc1bc, org.semanticweb.owlapi.rio.RioN3StorerFactory@5018b56b, org.semanticweb.owlapi.rio.RioNTriplesStorerFactory@737ff5c4, org.semanticweb.owlapi.functional.renderer.FunctionalSyntaxStorerFactory@7831d1aa, org.semanticweb.owlapi.rdf.turtle.renderer.TurtleStorerFactory@543ac221, org.semanticweb.owlapi.latex.renderer.LatexStorerFactory@2270f58d, org.semanticweb.owlapi.dlsyntax.renderer.DLSyntaxHTMLStorerFactory@50e1f3fc, org.semanticweb.owlapi.oboformat.OBOFormatStorerFactory@56da8847, org.semanticweb.owlapi.rio.RioRDFXMLStorerFactory@7e9a836]] 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 1ms: 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, 10755 descriptions tested, 7722 nodes in the search tree).
number of retrievals: 10902
retrieval reasoning time: 86ms ( 0ms per retrieval)
number of instance checks: 56 (0 multiple)
instance check reasoning time: 0ms ( 0ms per instance check)
(complex) subsumption checks: 314 (0 multiple)
subsumption reasoning time: 9ms ( 0ms per subsumption check)
overall reasoning time: 95ms
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: male and (female or (hasChild some person)) 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 1.0 (ms)
Ontology created in 1.0 (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: male and (female or (hasChild some person)) SubClassOf learnedClass
Adding axiom: male and (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 (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: 10021 ms
Main: 10021 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: 20 ms
Other: 20 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: 31.014 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:3.1.0:jar (default-jar) @ components-ext ---
[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/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/win/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/win/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
[INFO]
[INFO] ----------------------< org.dllearner:interfaces >----------------------
[INFO] Building dllearner-interfaces 1.3.1-SNAPSHOT [4/6]
[INFO] --------------------------------[ jar ]---------------------------------
[INFO]
[INFO] --- maven-clean-plugin:2.5:clean (default-clean) @ interfaces ---
[INFO]
[INFO] --- xmlbeans-maven-plugin:2.3.3:xmlbeans (default) @ interfaces ---
[INFO]
[INFO] --- javacc-maven-plugin:2.6:javacc (javacc) @ interfaces ---
[INFO] Skipping non-existing source directory: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/main/javacc
[INFO]
[INFO] --- maven-resources-plugin:3.1.0:resources (default-resources) @ interfaces ---
[INFO] Using 'UTF-8' encoding to copy filtered resources.
[INFO] Copying 5 resources
[INFO] Copying 357 resources
[INFO]
[INFO] --- maven-compiler-plugin:3.7.0:compile (default-compile) @ interfaces ---
[INFO] Changes detected - recompiling the module!
[INFO] Compiling 127 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/target/classes
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/main/java/org/dllearner/cli/Enrichment.java: Some input files use or override a deprecated API.
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/main/java/org/dllearner/cli/Enrichment.java: Recompile with -Xlint:deprecation for details.
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/main/java/org/dllearner/confparser/PostProcessor.java: Some input files use unchecked or unsafe operations.
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/main/java/org/dllearner/confparser/PostProcessor.java: Recompile with -Xlint:unchecked for details.
[INFO]
[INFO] --- maven-resources-plugin:3.1.0:testResources (default-testResources) @ interfaces ---
[INFO] Using 'UTF-8' encoding to copy filtered resources.
[INFO] Copying 2 resources
[INFO]
[INFO] --- maven-compiler-plugin:3.7.0:testCompile (default-testCompile) @ interfaces ---
[INFO] Changes detected - recompiling the module!
[INFO] Compiling 7 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/target/test-classes
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/test/java/org/dllearner/test/junit/LearningProblemTest.java: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/test/java/org/dllearner/test/junit/LearningProblemTest.java uses unchecked or unsafe operations.
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/src/test/java/org/dllearner/test/junit/LearningProblemTest.java: Recompile with -Xlint:unchecked for details.
[INFO]
[INFO] --- maven-surefire-plugin:2.22.0:test (default-test) @ interfaces ---
[INFO] Surefire report directory: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/target/surefire-reports
[INFO]
[INFO] -------------------------------------------------------
[INFO] T E S T S
[INFO] -------------------------------------------------------
[INFO] Running org.dllearner.cli.FatherCLITest
Initializing component 'ks' of type KB File ...
... initialized component 'ks' in 32ms. Status: OK
Initializing component 'embeddedReasoner' of type OWL API Reasoner ...
Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner)
... initialized component 'embeddedReasoner' in 175ms. Status: OK
Initializing component 'reasoner' of type closed world reasoner ...
Materializing TBox...
materialising concepts
[.....] 0%
[=....] 33%materialising object properties ...
[===..] 66%materialising datatype properties
...TBox materialised in 39 ms.
... initialized component 'reasoner' in 39ms. Status: OK
Initializing component 'op' of type rho refinement operator ...
... initialized component 'op' in 14ms. Status: OK
Initializing component 'lp' of type PosNegLPStandard ...
... initialized component 'lp' in 0ms. Status: OK
Initializing component 'h' of type multiple criteria heuristic ...
... initialized component 'h' in 0ms. Status: OK
Initializing component 'alg' of type OWL Class Expression Learner ...
... initialized component 'alg' in 2ms. Status: OK
starting top down refinement with: Thing (42.857% accuracy)
more accurate (85.71%) class expression found: male
more accurate (100.00%) class expression found: male and (hasChild some Thing)
Maximum time (15 seconds) reached, stopping now...
solutions (at most 20 are shown):
1: male and (hasChild some Thing) (accuracy 100%, length 5, depth 1)
2: (not (female)) and (hasChild some Thing) (accuracy 100%, length 6, depth 1)
3: hasChild some (female or (hasChild some Thing)) (accuracy 100%, length 7, depth 2)
4: hasChild some (female or (hasChild some female)) (accuracy 100%, length 7, depth 2)
5: hasChild some (female or (hasChild some (not (male)))) (accuracy 100%, length 8, depth 2)
6: hasChild some (female or (hasChild some (hasChild some Thing))) (accuracy 100%, length 9, depth 3)
7: male and (hasChild some (female or male)) (accuracy 100%, length 7, depth 1)
8: male and (hasChild some (hasChild only Thing)) (accuracy 100%, length 7, depth 2)
9: (male or male) and (hasChild some Thing) (accuracy 100%, length 7, depth 1)
10: hasChild some ((not (male)) or (hasChild some Thing)) (accuracy 100%, length 8, depth 2)
11: hasChild some ((not (male)) or (hasChild some female)) (accuracy 100%, length 8, depth 2)
12: hasChild some (female or (hasChild some (hasChild some male))) (accuracy 100%, length 9, depth 3)
13: hasChild some ((not (male)) or (hasChild some (not (male)))) (accuracy 100%, length 9, depth 2)
14: hasChild some ((not (male)) or (hasChild some (hasChild some Thing))) (accuracy 100%, length 10, depth 3)
15: male and (female or (hasChild some Thing)) (accuracy 100%, length 7, depth 1)
16: male and (hasChild some (female or (hasChild some Thing))) (accuracy 100%, length 9, depth 2)
17: hasChild some (female or (male and (hasChild some Thing))) (accuracy 100%, length 9, depth 2)
18: hasChild some (female or (hasChild some (female or female))) (accuracy 100%, length 9, depth 2)
19: hasChild some (female or (hasChild some (female or male))) (accuracy 100%, length 9, depth 2)
20: hasChild some (female or (hasChild some (hasChild only Thing))) (accuracy 100%, length 9, depth 3)
Algorithm stopped (29579 descriptions tested).
Initializing component 'ks' of type KB File ...
... initialized component 'ks' in 4ms. Status: OK
Initializing component 'reasoner' of type closed world reasoner ...
Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner)
Materializing TBox...
materialising concepts
[.....] 0%
[=....] 33%materialising object properties ...
[===..] 66%materialising datatype properties
...TBox materialised in 1 ms.
... initialized component 'reasoner' in 9ms. Status: OK
Initializing component 'op' of type rho refinement operator ...
... initialized component 'op' in 3ms. Status: OK
Initializing component 'lp' of type PosNegLPStandard ...
... initialized component 'lp' in 0ms. Status: OK
Initializing component 'h' of type multiple criteria heuristic ...
... initialized component 'h' in 0ms. Status: OK
Initializing component 'alg' of type OWL Class Expression Learner ...
... initialized component 'alg' in 0ms. Status: OK
starting top down refinement with: Thing (42.857% accuracy)
more accurate (85.71%) class expression found: male
more accurate (100.00%) class expression found: male and (hasChild some Thing)
Maximum time (15 seconds) reached, stopping now...
solutions (at most 20 are shown):
1: male and (hasChild some Thing) (accuracy 100%, length 5, depth 1)
2: (not (female)) and (hasChild some Thing) (accuracy 100%, length 6, depth 1)
3: hasChild some (female or (hasChild some Thing)) (accuracy 100%, length 7, depth 2)
4: hasChild some (female or (hasChild some female)) (accuracy 100%, length 7, depth 2)
5: hasChild some (female or (hasChild some (not (male)))) (accuracy 100%, length 8, depth 2)
6: hasChild some (female or (hasChild some (hasChild some Thing))) (accuracy 100%, length 9, depth 3)
7: male and (hasChild some (female or male)) (accuracy 100%, length 7, depth 1)
8: male and (hasChild some (hasChild only Thing)) (accuracy 100%, length 7, depth 2)
9: (male or male) and (hasChild some Thing) (accuracy 100%, length 7, depth 1)
10: hasChild some ((not (male)) or (hasChild some Thing)) (accuracy 100%, length 8, depth 2)
11: hasChild some ((not (male)) or (hasChild some female)) (accuracy 100%, length 8, depth 2)
12: hasChild some (female or (hasChild some (hasChild some male))) (accuracy 100%, length 9, depth 3)
13: hasChild some ((not (male)) or (hasChild some (not (male)))) (accuracy 100%, length 9, depth 2)
14: hasChild some ((not (male)) or (hasChild some (hasChild some Thing))) (accuracy 100%, length 10, depth 3)
15: male and (female or (hasChild some Thing)) (accuracy 100%, length 7, depth 1)
16: male and (hasChild some (female or (hasChild some Thing))) (accuracy 100%, length 9, depth 2)
17: hasChild some (female or (male and (hasChild some Thing))) (accuracy 100%, length 9, depth 2)
18: hasChild some (female or (hasChild some (female or female))) (accuracy 100%, length 9, depth 2)
19: hasChild some (female or (hasChild some (female or male))) (accuracy 100%, length 9, depth 2)
20: hasChild some (female or (hasChild some (hasChild only Thing))) (accuracy 100%, length 9, depth 3)
Algorithm stopped (29663 descriptions tested).
[INFO] Tests run: 2, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 33.131 s - in org.dllearner.cli.FatherCLITest
[INFO] Running org.dllearner.configuration.spring.ConfigurationBasedPropertyOverrideConfigurerTest
Initializing component 'fourthBean' of type TestBean Component ...
... initialized component 'fourthBean' in 0ms. Status: OK
Initializing component 'thirdBean' of type TestBean Component ...
... initialized component 'thirdBean' in 0ms. Status: OK
Initializing component 'secondBean' of type TestBean Component ...
... initialized component 'secondBean' in 0ms. Status: OK
Initializing component 'testBean' of type TestBean Component ...
... initialized component 'testBean' in 0ms. Status: OK
Initializing component 'fifthBean' of type TestBean Component ...
... initialized component 'fifthBean' in 0ms. Status: OK
[INFO] Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 0.067 s - in org.dllearner.configuration.spring.ConfigurationBasedPropertyOverrideConfigurerTest
[INFO] Running org.dllearner.confparser3.ParseTest
ks.type = KB File
ks.fileName = father.kb
reasoner.type = cwr
reasoner.reasonerComponent = embeddedReasoner (bean reference)
embeddedReasoner.type = OWL API Reasoner
embeddedReasoner.sources = [ks]
lp.type = posNegStandard
lp.positiveExamples = [http://localhost/foo#markus, http://localhost/foo#stefan, http://localhost/foo#bernd]
lp.negativeExamples = [http://localhost/foo#gabi, http://localhost/foo#anna, http://localhost/foo#michelle, http://localhost/foo#heinz]
lp.reasoner = reasoner (bean reference)
op.type = rho
op.useCardinalityRestrictions = true
op.reasoner = reasoner (bean reference)
h.type = multiheuristic
h.expansionPenaltyFactor = 0.2
alg.type = ocel
alg.reasoner = reasoner (bean reference)
alg.operator = op (bean reference)
alg.heuristic = h (bean reference)
alg.maxExecutionTimeInSeconds = 15
Initializing component 'ks' of type OWL File ...
... initialized component 'ks' in 0ms. Status: OK
[INFO] Tests run: 2, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 0.085 s - in org.dllearner.confparser3.ParseTest
[INFO] Running org.dllearner.test.junit.LearningProblemTest
Initializing component 'acc' of type Predictive Accuracy without Weak elimination ...
... initialized component 'acc' in 0ms. Status: OK
Initializing component 'ks' of type OWL File ...
... initialized component 'ks' in 1ms. Status: OK
Initializing component 'reasoner' of type closed world reasoner ...
Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner)
Materializing TBox...
materialising concepts
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[====.] 87%materialising object properties ...
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[====.] 99%Property cytogen_ca has more than one value [false, true] for individual d135. We ignore the value.
Property cytogen_ca has value [false, true]. Cannot determine whether it is false.
...TBox materialised in 8172 ms.
... initialized component 'reasoner' in 11s 645ms. Status: OK
Initializing component 'op' of type rho refinement operator ...
... initialized component 'op' in 68ms. Status: OK
Initializing component 'lp' of type PosNegLPStandard ...
... initialized component 'lp' in 0ms. Status: OK
Initializing component 'alg' of type OWL Class Expression Learner ...
... initialized component 'alg' in 4ms. Status: OK
concept: Compound and ((hasStructure some Ar_halide) or (amesTestPositive some {true})) and (hasAtom only (not (Nitrogen-35))) {12}
[INFO] Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 11.9 s - in org.dllearner.test.junit.LearningProblemTest
[INFO]
[INFO] Results:
[INFO]
[INFO] Tests run: 6, Failures: 0, Errors: 0, Skipped: 0
[INFO]
[JENKINS] Recording test results
[INFO]
[INFO] --- maven-jar-plugin:3.1.0:jar (default-jar) @ interfaces ---
[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/target/dl-learner.jar
[INFO]
[INFO] --- maven-install-plugin:2.4:install (default-install) @ interfaces ---
[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/target/dl-learner.jar to /usr/share/tomcat8/.m2/repository/org/dllearner/interfaces/1.3.1-SNAPSHOT/interfaces-1.3.1-SNAPSHOT.jar
[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/interfaces/1.3.1-SNAPSHOT/interfaces-1.3.1-SNAPSHOT.pom
[INFO]
[INFO] --------------------< org.dllearner:interfaces-ext >--------------------
[INFO] Building interfaces-ext 1.3.1-SNAPSHOT [5/6]
[INFO] --------------------------------[ jar ]---------------------------------
[INFO]
[INFO] --- maven-clean-plugin:2.5:clean (default-clean) @ interfaces-ext ---
[INFO]
[INFO] --- xmlbeans-maven-plugin:2.3.3:xmlbeans (default) @ interfaces-ext ---
[INFO]
[INFO] --- javacc-maven-plugin:2.6:javacc (javacc) @ interfaces-ext ---
[INFO] Skipping non-existing source directory: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/src/main/javacc
[INFO]
[INFO] --- maven-resources-plugin:3.1.0:resources (default-resources) @ interfaces-ext ---
[INFO] Using 'UTF-8' encoding to copy filtered resources.
[INFO] Copying 5 resources
[INFO] Copying 357 resources
[INFO]
[INFO] --- maven-compiler-plugin:3.7.0:compile (default-compile) @ interfaces-ext ---
[INFO] Changes detected - recompiling the module!
[INFO] Compiling 73 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/target/classes
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/target/generated-sources/xmlbeans/org/springframework/schema/beans/impl/ReplacedMethodDocumentImpl.java: Some input files use unchecked or unsafe operations.
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/target/generated-sources/xmlbeans/org/springframework/schema/beans/impl/ReplacedMethodDocumentImpl.java: Recompile with -Xlint:unchecked for details.
[INFO]
[INFO] --- maven-resources-plugin:3.1.0:testResources (default-testResources) @ interfaces-ext ---
[INFO] Using 'UTF-8' encoding to copy filtered resources.
[INFO] skip non existing resourceDirectory /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/src/test/resources
[INFO]
[INFO] --- maven-compiler-plugin:3.7.0:testCompile (default-testCompile) @ interfaces-ext ---
[INFO] Changes detected - recompiling the module!
[INFO] Compiling 1 source file to /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/target/test-classes
[INFO]
[INFO] --- maven-surefire-plugin:2.22.0:test (default-test) @ interfaces-ext ---
[INFO] Surefire report directory: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/target/surefire-reports
[INFO]
[INFO] -------------------------------------------------------
[INFO] T E S T S
[INFO] -------------------------------------------------------
[INFO] Running org.dllearner.cli.unife.CLILEAPTest
main
SLF4J: Class path contains multiple SLF4J bindings.
SLF4J: Found binding in [jar:file:/usr/share/tomcat8/.m2/repository/org/slf4j/slf4j-log4j12/1.7.28/slf4j-log4j12-1.7.28.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: Found binding in [jar:file:/usr/share/tomcat8/.m2/repository/org/apache/logging/log4j/log4j-slf4j-impl/2.12.1/log4j-slf4j-impl-2.12.1.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]
DL-Learner command line interface
Initializing component 'ks' of type OWL File ...
... initialized component 'ks' in 1ms. Status: OK
Initializing component 'reasoner' of type closed world reasoner ...
Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner)
Materializing TBox...
materialising concepts
[.....] 0%
[.....] 16%
[=....] 33%
[==...] 50%
[===..] 66%materialising object properties ...
[====.] 83%materialising datatype properties
...TBox materialised in 52 ms.
... initialized component 'reasoner' in 426ms. Status: OK
Initializing component 'lp' of type PosNegLPStandard ...
... initialized component 'lp' in 1ms. Status: OK
Initializing component 'lpr' of type EDGE ...
... initialized component 'lpr' in 0ms. Status: OK
Initializing component 'alg' of type CELOE ...
... initialized component 'alg' in 18ms. Status: OK
Initializing component 'psla' of type LEAP ...
... initialized component 'psla' in 6ms. Status: OK
CLI LEAP
CLI LEAP
Running algorithm instance "psla" (LEAP)
start class:Thing
more accurate (50.00%) class expression found after 28ms: Thing
more accurate (83.33%) class expression found after 84ms: learnedClass
more accurate (100.00%) class expression found after 85ms: father
Algorithm terminated successfully (time: 10s 0ms, 6782 descriptions tested, 5256 nodes in the search tree).
number of retrievals: 6981
retrieval reasoning time: 94ms ( 0ms per retrieval)
number of instance checks: 54 (0 multiple)
instance check reasoning time: 0ms ( 0ms per instance check)
(complex) subsumption checks: 295 (0 multiple)
subsumption reasoning time: 57ms ( 0ms per subsumption check)
overall reasoning time: 152ms
solutions:
1: father (pred. acc.: 100.00%, F-measure: 100.00%)
2: father (pred. acc.: 100.00%, F-measure: 100.00%)
3: father or (hasChild some female) (pred. acc.: 100.00%, F-measure: 100.00%)
4: father or (hasChild some father) (pred. acc.: 100.00%, F-measure: 100.00%)
5: learnedClass and (hasChild some person) (pred. acc.: 100.00%, F-measure: 100.00%)
6: male and (hasChild some person) (pred. acc.: 100.00%, F-measure: 100.00%)
7: father or (hasChild some (not (learnedClass))) (pred. acc.: 100.00%, F-measure: 100.00%)
8: father or (hasChild some (not (male))) (pred. acc.: 100.00%, F-measure: 100.00%)
9: (not (female)) and (hasChild some person) (pred. acc.: 100.00%, F-measure: 100.00%)
10: father or (learnedClass and (hasChild some learnedClass)) (pred. acc.: 100.00%, F-measure: 100.00%)
Start greedy search
Creation of the learned ontology...
Successful creation of the learned ontology
Ontology created in 0.0 (ms)
Type of axiom to learn: equivalentClasses axioms
number of axiom chunks: 10
Adding axiom: father EquivalentTo learnedClass
Running parameter learner
Created 10 probabilistic axiom
Probability Map computed. Size: 10
Created 10 probabilistic axiom
Probability Map computed. Size: 10
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: martin Type father 2 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: martin Type father
Restoring axiom: male SubClassOf learnedClass
Removing axiom: martin Type male 2 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: martin Type male
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: markus Type male 2 more removed: [father EquivalentTo learnedClass, male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: markus Type male
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: markus Type father 2 more removed: [father EquivalentTo learnedClass, male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: markus Type father
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: michelle Type female 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 10
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.25428
============ Results ============
ax 1/10 : father EquivalentTo learnedClass arrayprob: 0.99660
ax 2/10 : male SubClassOf learnedClass arrayprob: 0.18941
ax 3/10 : learnedClass SubClassOf Thing arrayprob: 0.38519
ax 4/10 : father SubClassOf male arrayprob: 0.98600
ax 5/10 : female SubClassOf person arrayprob: 0.63742
ax 6/10 : hasChild Domain person arrayprob: 0.87918
ax 7/10 : male SubClassOf person arrayprob: 0.55044
ax 8/10 : female DisjointWith male arrayprob: 1.00000
ax 9/10 : person SubClassOf Thing arrayprob: 0.33322
ax 10/10 : hasChild Range person arrayprob: 0.94125
=================================
Name | Total (ms)
===========================
main | 169
init | 24
Bundle | 101
Bundle.init | 0
Bundle.explain | 88
Bundle.BDDCalc | 4
EM | 33
Current Log-Likelihood: -0.25428
Log-Likelihood enhanced. Updating ontologies...
Creation of the learned ontology...
Successful creation of the learned ontology
Ontology created in 3.0 (ms)
Adding axiom: father EquivalentTo learnedClass
Running parameter learner
Created 11 probabilistic axiom
Probability Map computed. Size: 10
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Removing axiom: male SubClassOf learnedClass 1 more removed: [stefan Type male]
MUPS 3: [father EquivalentTo learnedClass, stefan Type father]
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: martin Type father 2 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: martin Type father
Restoring axiom: male SubClassOf learnedClass
Removing axiom: martin Type male 2 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: martin Type male
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: markus Type male 2 more removed: [father EquivalentTo learnedClass, male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: markus Type male
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: markus Type father 2 more removed: [father EquivalentTo learnedClass, male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: markus Type father
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: michelle Type female 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 10
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.15390
============ Results ============
ax 1/10 : father EquivalentTo learnedClass arrayprob: 0.99848
ax 2/10 : male SubClassOf learnedClass arrayprob: 0.11937
ax 3/10 : learnedClass SubClassOf Thing arrayprob: 0.98484
ax 4/10 : father SubClassOf male arrayprob: 0.99066
ax 5/10 : female SubClassOf person arrayprob: 0.55044
ax 6/10 : hasChild Domain person arrayprob: 0.94125
ax 7/10 : male SubClassOf person arrayprob: 0.59755
ax 8/10 : female DisjointWith male arrayprob: 1.00000
ax 9/10 : person SubClassOf Thing arrayprob: 0.38519
ax 10/10 : hasChild Range person arrayprob: 0.27495
=================================
Name | Total (ms)
===========================
main | 74
init | 1
Bundle | 58
Bundle.init | 0
Bundle.explain | 56
Bundle.BDDCalc | 0
EM | 9
Current Log-Likelihood: -0.15390
Log-Likelihood enhanced. Updating ontologies...
Creation of the learned ontology...
Successful creation of the learned ontology
Ontology created in 3.0 (ms)
Adding axiom: learnedClass EquivalentTo father or (hasChild some female)
Running parameter learner
Created 11 probabilistic axiom
Probability Map computed. Size: 11
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [stefan Type father, learnedClass EquivalentTo father or (hasChild some female)]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), martin Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [learnedClass EquivalentTo father or (hasChild some female), markus Type father]
Removing axiom: markus Type father 1 more removed: [father EquivalentTo learnedClass]
MUPS 3: [male SubClassOf learnedClass, markus Type male]
Computed 3 explanations
Restoring axiom: markus Type father
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: michelle Type female 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 11
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.15384
============ Results ============
ax 1/11 : father EquivalentTo learnedClass arrayprob: 0.99440
ax 2/11 : male SubClassOf learnedClass arrayprob: 0.12300
ax 3/11 : learnedClass SubClassOf Thing arrayprob: 0.98484
ax 4/11 : father SubClassOf male arrayprob: 1.00000
ax 5/11 : female SubClassOf person arrayprob: 0.55044
ax 6/11 : learnedClass EquivalentTo father or (hasChild some female) arrayprob: 0.29779
ax 7/11 : hasChild Domain person arrayprob: 0.94125
ax 8/11 : male SubClassOf person arrayprob: 0.59755
ax 9/11 : female DisjointWith male arrayprob: 1.00000
ax 10/11 : person SubClassOf Thing arrayprob: 0.38519
ax 11/11 : hasChild Range person arrayprob: 0.27495
=================================
Name | Total (ms)
===========================
main | 68
init | 0
Bundle | 60
Bundle.init | 0
Bundle.explain | 55
Bundle.BDDCalc | 0
EM | 6
Current Log-Likelihood: -0.15384
Log-Likelihood enhanced. Updating ontologies...
Creation of the learned ontology...
Successful creation of the learned ontology
Ontology created in 1.0 (ms)
Adding axiom: learnedClass EquivalentTo father or (hasChild some father)
The axiom will make the KB inconsistent.
It will NOT be added
The axiom will make the KB inconsistent.
It will NOT be added
Trying with the next class expression
Adding axiom: learnedClass EquivalentTo learnedClass and (hasChild some person)
Running parameter learner
Created 12 probabilistic axiom
Probability Map computed. Size: 12
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), martin Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), markus Type father]
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: michelle Type female 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 12
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.18589
============ Results ============
ax 1/12 : father EquivalentTo learnedClass arrayprob: 0.99167
ax 2/12 : male SubClassOf learnedClass arrayprob: 0.12765
ax 3/12 : learnedClass SubClassOf Thing arrayprob: 0.87918
ax 4/12 : father SubClassOf male arrayprob: 0.99004
ax 5/12 : female SubClassOf person arrayprob: 0.59755
ax 6/12 : learnedClass EquivalentTo father or (hasChild some female) arrayprob: 0.70488
ax 7/12 : hasChild Domain person arrayprob: 0.27495
ax 8/12 : male SubClassOf person arrayprob: 0.33322
ax 9/12 : female DisjointWith male arrayprob: 1.00000
ax 10/12 : person SubClassOf Thing arrayprob: 0.98484
ax 11/12 : hasChild Range person arrayprob: 0.12890
ax 12/12 : learnedClass EquivalentTo learnedClass and (hasChild some person) arrayprob: 0.24054
=================================
Name | Total (ms)
===========================
main | 72
init | 0
Bundle | 64
Bundle.init | 0
Bundle.explain | 58
Bundle.BDDCalc | 2
EM | 6
Current Log-Likelihood: -0.18589
Log-Likelihood worsened. Removing Last Axioms...
Adding axiom: learnedClass EquivalentTo male and (hasChild some person)
Running parameter learner
Created 12 probabilistic axiom
Probability Map computed. Size: 12
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), martin Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), markus Type father]
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [michelle Type female, female DisjointWith male, learnedClass EquivalentTo male and (hasChild some person)]
Removing axiom: michelle Type female 0 more removed: []
Stop - satisfiable
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 0 more removed: []
Stop - satisfiable
Restoring axiom: female DisjointWith male
Removing axiom: learnedClass EquivalentTo male and (hasChild some person) 1 more removed: [female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: learnedClass EquivalentTo male and (hasChild some person)
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [female DisjointWith male, anna Type female, learnedClass EquivalentTo male and (hasChild some person)]
Removing axiom: female DisjointWith male 0 more removed: []
Stop - satisfiable
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 1 more removed: [female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Removing axiom: learnedClass EquivalentTo male and (hasChild some person) 1 more removed: [female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: learnedClass EquivalentTo male and (hasChild some person)
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 12
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.20924
============ Results ============
ax 1/12 : father EquivalentTo learnedClass arrayprob: 0.95704
ax 2/12 : male SubClassOf learnedClass arrayprob: 0.14051
ax 3/12 : learnedClass SubClassOf Thing arrayprob: 0.87918
ax 4/12 : father SubClassOf male arrayprob: 0.55044
ax 5/12 : female SubClassOf person arrayprob: 0.59755
ax 6/12 : learnedClass EquivalentTo father or (hasChild some female) arrayprob: 0.74085
ax 7/12 : hasChild Domain person arrayprob: 0.27495
ax 8/12 : male SubClassOf person arrayprob: 0.33322
ax 9/12 : female DisjointWith male arrayprob: 1.00000
ax 10/12 : person SubClassOf Thing arrayprob: 0.98484
ax 11/12 : hasChild Range person arrayprob: 0.12890
ax 12/12 : learnedClass EquivalentTo male and (hasChild some person) arrayprob: 1.00000
=================================
Name | Total (ms)
===========================
main | 64
init | 0
Bundle | 57
Bundle.init | 0
Bundle.explain | 53
Bundle.BDDCalc | 1
EM | 5
Current Log-Likelihood: -0.20924
Log-Likelihood worsened. Removing Last Axioms...
Adding axiom: learnedClass EquivalentTo father or (hasChild some (not (learnedClass)))
Running parameter learner
Created 12 probabilistic axiom
Probability Map computed. Size: 12
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), martin Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), markus Type father]
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: michelle Type female 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, learnedClass EquivalentTo father or (hasChild some (not (learnedClass))), anna Type female, anna hasChild heinz]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 2 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 3 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: learnedClass EquivalentTo father or (hasChild some (not (learnedClass))) 4 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: learnedClass EquivalentTo father or (hasChild some (not (learnedClass)))
Removing axiom: anna Type female 5 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, learnedClass EquivalentTo father or (hasChild some (not (learnedClass)))]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Removing axiom: anna hasChild heinz 5 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, learnedClass EquivalentTo father or (hasChild some (not (learnedClass)))]
Stop - satisfiable (early termination)
Restoring axiom: anna hasChild heinz
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 5 more removed: [male SubClassOf learnedClass, father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, learnedClass EquivalentTo father or (hasChild some (not (learnedClass)))]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 12
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.25960
============ Results ============
ax 1/12 : father EquivalentTo learnedClass arrayprob: 0.99122
ax 2/12 : male SubClassOf learnedClass arrayprob: 0.12511
ax 3/12 : learnedClass SubClassOf Thing arrayprob: 0.87918
ax 4/12 : father SubClassOf male arrayprob: 0.96541
ax 5/12 : female SubClassOf person arrayprob: 0.59755
ax 6/12 : learnedClass EquivalentTo father or (hasChild some female) arrayprob: 0.30974
ax 7/12 : hasChild Domain person arrayprob: 0.27495
ax 8/12 : male SubClassOf person arrayprob: 0.33322
ax 9/12 : female DisjointWith male arrayprob: 0.99830
ax 10/12 : person SubClassOf Thing arrayprob: 0.98484
ax 11/12 : learnedClass EquivalentTo father or (hasChild some (not (learnedClass))) arrayprob: 0.01579
ax 12/12 : hasChild Range person arrayprob: 0.12890
=================================
Name | Total (ms)
===========================
main | 79
init | 1
Bundle | 69
Bundle.init | 0
Bundle.explain | 63
Bundle.BDDCalc | 2
EM | 9
Current Log-Likelihood: -0.25960
Log-Likelihood worsened. Removing Last Axioms...
Adding axiom: learnedClass EquivalentTo father or (hasChild some (not (male)))
Running parameter learner
Created 12 probabilistic axiom
Probability Map computed. Size: 12
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some (not (male))), martin Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some (not (male))), markus Type father]
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: michelle Type female 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 12
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.18589
============ Results ============
ax 1/12 : father EquivalentTo learnedClass arrayprob: 0.99167
ax 2/12 : male SubClassOf learnedClass arrayprob: 0.12765
ax 3/12 : learnedClass SubClassOf Thing arrayprob: 0.87918
ax 4/12 : father SubClassOf male arrayprob: 0.99004
ax 5/12 : learnedClass EquivalentTo father or (hasChild some (not (male))) arrayprob: 0.70488
ax 6/12 : female SubClassOf person arrayprob: 0.59755
ax 7/12 : learnedClass EquivalentTo father or (hasChild some female) arrayprob: 0.24054
ax 8/12 : hasChild Domain person arrayprob: 0.27495
ax 9/12 : male SubClassOf person arrayprob: 0.33322
ax 10/12 : female DisjointWith male arrayprob: 1.00000
ax 11/12 : person SubClassOf Thing arrayprob: 0.98484
ax 12/12 : hasChild Range person arrayprob: 0.12890
=================================
Name | Total (ms)
===========================
main | 60
init | 1
Bundle | 53
Bundle.init | 0
Bundle.explain | 50
Bundle.BDDCalc | 1
EM | 5
Current Log-Likelihood: -0.18589
Log-Likelihood worsened. Removing Last Axioms...
Adding axiom: learnedClass EquivalentTo (not (female)) and (hasChild some person)
Running parameter learner
Created 12 probabilistic axiom
Probability Map computed. Size: 12
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), martin Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), markus Type father]
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [michelle Type female, learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Removing axiom: michelle Type female 0 more removed: []
Stop - satisfiable
Restoring axiom: michelle Type female
Removing axiom: learnedClass EquivalentTo (not (female)) and (hasChild some person) 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: michelle Type female 1 more removed: [learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: father EquivalentTo learnedClass 1 more removed: [learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 2 more removed: [father EquivalentTo learnedClass, learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Restoring axiom: learnedClass EquivalentTo (not (female)) and (hasChild some person)
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [learnedClass EquivalentTo (not (female)) and (hasChild some person), anna Type female]
Removing axiom: learnedClass EquivalentTo (not (female)) and (hasChild some person) 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: anna Type female 1 more removed: [learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable
Restoring axiom: anna Type female
Removing axiom: father EquivalentTo learnedClass 1 more removed: [learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 2 more removed: [father EquivalentTo learnedClass, learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, learnedClass EquivalentTo (not (female)) and (hasChild some person)]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Restoring axiom: learnedClass EquivalentTo (not (female)) and (hasChild some person)
Removing axiom: anna Type female 4 more removed: [father EquivalentTo learnedClass, father SubClassOf male, learnedClass EquivalentTo (not (female)) and (hasChild some person), female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 12
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.27754
============ Results ============
ax 1/12 : father EquivalentTo learnedClass arrayprob: 0.96262
ax 2/12 : male SubClassOf learnedClass arrayprob: 0.13007
ax 3/12 : learnedClass SubClassOf Thing arrayprob: 0.87918
ax 4/12 : father SubClassOf male arrayprob: 0.87416
ax 5/12 : female SubClassOf person arrayprob: 0.59755
ax 6/12 : learnedClass EquivalentTo father or (hasChild some female) arrayprob: 0.73414
ax 7/12 : hasChild Domain person arrayprob: 0.27495
ax 8/12 : learnedClass EquivalentTo (not (female)) and (hasChild some person) arrayprob: 0.74260
ax 9/12 : male SubClassOf person arrayprob: 0.33322
ax 10/12 : female DisjointWith male arrayprob: 0.99234
ax 11/12 : person SubClassOf Thing arrayprob: 0.98484
ax 12/12 : hasChild Range person arrayprob: 0.12890
=================================
Name | Total (ms)
===========================
main | 61
init | 0
Bundle | 56
Bundle.init | 0
Bundle.explain | 51
Bundle.BDDCalc | 1
EM | 5
Current Log-Likelihood: -0.27754
Log-Likelihood worsened. Removing Last Axioms...
Adding axiom: learnedClass EquivalentTo father or (learnedClass and (hasChild some learnedClass))
Running parameter learner
Created 12 probabilistic axiom
Probability Map computed. Size: 12
Start finding explanations for every example (Computing BDDs)...
Query 1 of 6 (16%)
Positive Example: stefan Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({stefan})
MUPS 1: [stefan Type male, male SubClassOf learnedClass]
Removing axiom: stefan Type male 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, stefan Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [stefan Type male]
MUPS 3: [male SubClassOf learnedClass, father SubClassOf male, stefan Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: stefan Type male
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 2 of 6 (33%)
Positive Example: martin Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({martin})
MUPS 1: [male SubClassOf learnedClass, martin Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
MUPS 2: [father EquivalentTo learnedClass, martin Type father]
Removing axiom: father EquivalentTo learnedClass 1 more removed: [male SubClassOf learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), martin Type father]
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 3 of 6 (50%)
Positive Example: markus Type learnedClass
Get 3 explanation(s) for: (not (learnedClass)) and ({markus})
MUPS 1: [father EquivalentTo learnedClass, markus Type father]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
MUPS 2: [male SubClassOf learnedClass, markus Type male]
Removing axiom: male SubClassOf learnedClass 1 more removed: [father EquivalentTo learnedClass]
MUPS 3: [learnedClass EquivalentTo father or (hasChild some female), markus Type father]
Computed 3 explanations
Restoring axiom: male SubClassOf learnedClass
Computed 3 explanations
Restoring axiom: father EquivalentTo learnedClass
Computed 3 explanations
WARNING! The value of the probability may be a lower bound.
Query 4 of 6 (66%)
Negative Example: michelle Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({michelle})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, michelle Type female, female DisjointWith male]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: michelle Type female 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: michelle Type female
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Query 5 of 6 (83%)
Negative Example: heinz Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({heinz})
Get 3 explanation(s) for: (not (learnedClass)) and ({heinz})
MUPS 1: [male SubClassOf learnedClass, heinz Type male]
Removing axiom: male SubClassOf learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: male SubClassOf learnedClass
Removing axiom: heinz Type male 1 more removed: [male SubClassOf learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: heinz Type male
Query 6 of 6 (100%)
Negative Example: anna Type not (learnedClass)
Get 3 explanation(s) for: (not (not (learnedClass))) and ({anna})
MUPS 1: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male, anna Type female]
Removing axiom: father EquivalentTo learnedClass 0 more removed: []
Stop - satisfiable
Restoring axiom: father EquivalentTo learnedClass
Removing axiom: father SubClassOf male 1 more removed: [father EquivalentTo learnedClass]
Stop - satisfiable (early termination)
Restoring axiom: father SubClassOf male
Removing axiom: female DisjointWith male 2 more removed: [father EquivalentTo learnedClass, father SubClassOf male]
Stop - satisfiable (early termination)
Restoring axiom: female DisjointWith male
Removing axiom: anna Type female 3 more removed: [father EquivalentTo learnedClass, father SubClassOf male, female DisjointWith male]
Stop - satisfiable (early termination)
Restoring axiom: anna Type female
Explanations founding completed (BDDs computed)
Start EM Algorithm
- n. of probabilistic axioms: 12
- n. of examples: 6
EM completed.
Final Log-Likelihood: -0.18589
============ Results ============
ax 1/12 : father EquivalentTo learnedClass arrayprob: 0.99167
ax 2/12 : male SubClassOf learnedClass arrayprob: 0.12765
ax 3/12 : learnedClass SubClassOf Thing arrayprob: 0.87918
ax 4/12 : learnedClass EquivalentTo father or (learnedClass and (hasChild some learnedClass)) arrayprob: 0.24054
ax 5/12 : father SubClassOf male arrayprob: 0.99004
ax 6/12 : female SubClassOf person arrayprob: 0.59755
ax 7/12 : learnedClass EquivalentTo father or (hasChild some female) arrayprob: 0.70488
ax 8/12 : hasChild Domain person arrayprob: 0.27495
ax 9/12 : male SubClassOf person arrayprob: 0.33322
ax 10/12 : female DisjointWith male arrayprob: 1.00000
ax 11/12 : person SubClassOf Thing arrayprob: 0.98484
ax 12/12 : hasChild Range person arrayprob: 0.12890
=================================
Name | Total (ms)
===========================
main | 56
init | 0
Bundle | 52
Bundle.init | 0
Bundle.explain | 47
Bundle.BDDCalc | 1
EM | 4
Current Log-Likelihood: -0.18589
Log-Likelihood worsened. Removing Last Axioms...
Greedy search finished
Learned Axiom: father EquivalentTo learnedClass
Learned Axiom: father EquivalentTo learnedClass
Learned Axiom: learnedClass EquivalentTo father or (hasChild some female)
Saving the learned ontology
Main: 10760 ms
CELOE: 10003 ms
EDGE: 703 ms
Bundle: 570 ms
BDDCalc: 12 ms
explain: 521 ms
init: 0 ms
EM: 82 ms
init: 27 ms
Other: 54 ms
Program client: execution successfully terminated
[INFO] Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 13.881 s - in org.dllearner.cli.unife.CLILEAPTest
[INFO]
[INFO] Results:
[INFO]
[INFO] Tests run: 1, Failures: 0, Errors: 0, Skipped: 0
[INFO]
[JENKINS] Recording test results
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[INFO] --- maven-jar-plugin:3.1.0:jar (default-jar) @ interfaces-ext ---
[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/target/dl-learner.jar
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[INFO] --- maven-install-plugin:2.4:install (default-install) @ interfaces-ext ---
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[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/interfaces-ext/1.3.1-SNAPSHOT/interfaces-ext-1.3.1-SNAPSHOT.pom
[INFO]
[INFO] -----------------------< org.dllearner:scripts >------------------------
[INFO] Building Executable scripts 1.3.1-SNAPSHOT [6/6]
[INFO] --------------------------------[ jar ]---------------------------------
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[INFO] --- maven-clean-plugin:2.5:clean (default-clean) @ scripts ---
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[INFO]
[INFO] --- maven-compiler-plugin:3.7.0:compile (default-compile) @ scripts ---
[INFO] Changes detected - recompiling the module!
[INFO] Compiling 26 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/target/classes
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/src/main/java/org/dllearner/experiments/MyMonKey.java: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/src/main/java/org/dllearner/experiments/MyMonKey.java uses unchecked or unsafe operations.
[INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/src/main/java/org/dllearner/experiments/MyMonKey.java: Recompile with -Xlint:unchecked for details.
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[INFO] --- maven-resources-plugin:3.1.0:testResources (default-testResources) @ scripts ---
[INFO] Using 'UTF-8' encoding to copy filtered resources.
[INFO] skip non existing resourceDirectory /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/src/test/resources
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[INFO] No tests to run.
[JENKINS] Recording test results
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[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/target/scripts-1.3.1-SNAPSHOT.jar
[INFO]
[INFO] --- maven-install-plugin:2.4:install (default-install) @ scripts ---
[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/target/scripts-1.3.1-SNAPSHOT.jar to /usr/share/tomcat8/.m2/repository/org/dllearner/scripts/1.3.1-SNAPSHOT/scripts-1.3.1-SNAPSHOT.jar
[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/scripts/1.3.1-SNAPSHOT/scripts-1.3.1-SNAPSHOT.pom
[INFO] ------------------------------------------------------------------------
[INFO] Reactor Summary:
[INFO]
[INFO] DL Learner Parent Pom 1.3.1-SNAPSHOT ............... SUCCESS [ 0.841 s]
[INFO] DL Learner Core Components ......................... SUCCESS [02:19 min]
[INFO] components-ext ..................................... SUCCESS [01:03 min]
[INFO] dllearner-interfaces ............................... SUCCESS [ 53.696 s]
[INFO] interfaces-ext ..................................... SUCCESS [ 21.926 s]
[INFO] Executable scripts 1.3.1-SNAPSHOT .................. SUCCESS [ 1.882 s]
[INFO] ------------------------------------------------------------------------
[INFO] BUILD SUCCESS
[INFO] ------------------------------------------------------------------------
[INFO] Total time: 04:45 min
[INFO] Finished at: 2019-09-13T09:25:48+02:00
[INFO] ------------------------------------------------------------------------
Waiting for Jenkins to finish collecting data
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/pom.xml to org.dllearner/interfaces-ext/1.3.1-SNAPSHOT/interfaces-ext-1.3.1-SNAPSHOT.pom
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces-ext/target/dl-learner.jar to org.dllearner/interfaces-ext/1.3.1-SNAPSHOT/interfaces-ext-1.3.1-SNAPSHOT.jar
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/components-ext/pom.xml to org.dllearner/components-ext/1.3.1-SNAPSHOT/components-ext-1.3.1-SNAPSHOT.pom
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/components-ext/target/components-ext-1.3.1-SNAPSHOT.jar to org.dllearner/components-ext/1.3.1-SNAPSHOT/components-ext-1.3.1-SNAPSHOT.jar
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/pom.xml to org.dllearner/scripts/1.3.1-SNAPSHOT/scripts-1.3.1-SNAPSHOT.pom
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/scripts/target/scripts-1.3.1-SNAPSHOT.jar to org.dllearner/scripts/1.3.1-SNAPSHOT/scripts-1.3.1-SNAPSHOT.jar
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/components-core/pom.xml to org.dllearner/components-core/1.3.1-SNAPSHOT/components-core-1.3.1-SNAPSHOT.pom
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/components-core/target/components-core-1.3.1-SNAPSHOT.jar to org.dllearner/components-core/1.3.1-SNAPSHOT/components-core-1.3.1-SNAPSHOT.jar
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/components-core/target/components-core-1.3.1-SNAPSHOT-tests.jar to org.dllearner/components-core/1.3.1-SNAPSHOT/components-core-1.3.1-SNAPSHOT-tests.jar
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/pom.xml to org.dllearner/dllearner-parent/1.3.1-SNAPSHOT/dllearner-parent-1.3.1-SNAPSHOT.pom
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/pom.xml to org.dllearner/interfaces/1.3.1-SNAPSHOT/interfaces-1.3.1-SNAPSHOT.pom
[JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner Merge-M/branches/win/workspace/interfaces/target/dl-learner.jar to org.dllearner/interfaces/1.3.1-SNAPSHOT/interfaces-1.3.1-SNAPSHOT.jar
channel stopped
[File exists] check if file exists [.git/MERGE_MODE]
Run condition [Not] enabling perform for step [[Set GitHub commit status (universal)]]
[Set GitHub commit status (universal)] SUCCESS on repos [GHRepository@57b74716[description=A tool for supervised Machine Learning in OWL and Description Logics,homepage=http://dl-learner.org,name=DL-Learner,fork=false,archived=false,size=254855,milestones={},language=Java,commits={},source=<null>,parent=<null>,responseHeaderFields={null=[HTTP/1.1 200 OK], Access-Control-Allow-Origin=[*], Access-Control-Expose-Headers=[ETag, Link, Location, Retry-After, X-GitHub-OTP, X-RateLimit-Limit, X-RateLimit-Remaining, X-RateLimit-Reset, X-OAuth-Scopes, X-Accepted-OAuth-Scopes, X-Poll-Interval, X-GitHub-Media-Type], Cache-Control=[private, max-age=60, s-maxage=60], Content-Encoding=[gzip], Content-Security-Policy=[default-src 'none'], Content-Type=[application/json; charset=utf-8], Date=[Fri, 13 Sep 2019 07:25:57 GMT], ETag=[W/"f94b6be98a87adb9aada187409dc985e"], Last-Modified=[Wed, 11 Sep 2019 11:32:13 GMT], OkHttp-Received-Millis=[1568359557989], OkHttp-Response-Source=[NETWORK 200], OkHttp-Selected-Protocol=[http/1.1], OkHttp-Sent-Millis=[1568359557754], Referrer-Policy=[origin-when-cross-origin, strict-origin-when-cross-origin], Server=[GitHub.com], Status=[200 OK], Strict-Transport-Security=[max-age=31536000; includeSubdomains; preload], Transfer-Encoding=[chunked], Vary=[Accept, Authorization, Cookie, X-GitHub-OTP, Accept-Encoding], X-Accepted-OAuth-Scopes=[repo], X-Content-Type-Options=[nosniff], X-Frame-Options=[deny], X-GitHub-Media-Type=[github.v3; format=json], X-GitHub-Request-Id=[801A:1A715:10EAF14:148B996:5D7B4485], X-OAuth-Scopes=[admin:repo_hook, repo, user], X-RateLimit-Limit=[5000], X-RateLimit-Remaining=[4993], X-RateLimit-Reset=[1568362847], X-XSS-Protection=[1; mode=block]},url=https://api.github.com/repos/SmartDataAnalytics/DL-Learner,id=22693515]] (sha:422857b) with context:jenkins-merge
Setting commit status on GitHub for https://github.com/SmartDataAnalytics/DL-Learner/commit/422857b313a2de397e929e1fbff9df8fc0db2077
Finished: SUCCESS
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