# Console Output

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Full Log4 Log-likelihood: -0.10409 cycle: 44 EM cycle: 45 Log-likelihood: -0.10317 cycle: 45 EM cycle: 46 Log-likelihood: -0.10227 cycle: 46 EM cycle: 47 Log-likelihood: -0.10143 cycle: 47 EM cycle: 48 Log-likelihood: -0.10057 cycle: 48 EM cycle: 49 Log-likelihood: -0.09976 cycle: 49 EM cycle: 50 Log-likelihood: -0.09898 cycle: 50 EM cycle: 51 Log-likelihood: -0.09823 cycle: 51 EM cycle: 52 Log-likelihood: -0.09747 cycle: 52 EM cycle: 53 Log-likelihood: -0.09674 cycle: 53 EM cycle: 54 Log-likelihood: -0.09603 cycle: 54 EM cycle: 55 Log-likelihood: -0.09536 cycle: 55 EM cycle: 56 Log-likelihood: -0.09469 cycle: 56 EM cycle: 57 Log-likelihood: -0.09404 cycle: 57 EM cycle: 58 Log-likelihood: -0.09341 cycle: 58 EM cycle: 59 Log-likelihood: -0.09280 cycle: 59 EM cycle: 60 Log-likelihood: -0.09219 cycle: 60 EM cycle: 61 Log-likelihood: -0.09160 cycle: 61 EM cycle: 62 Log-likelihood: -0.09103 cycle: 62 EM cycle: 63 Log-likelihood: -0.09049 cycle: 63 EM cycle: 64 Log-likelihood: -0.08993 cycle: 64 EM cycle: 65 Log-likelihood: -0.08940 cycle: 65 EM cycle: 66 Log-likelihood: -0.08889 cycle: 66 EM cycle: 67 Log-likelihood: -0.08838 cycle: 67 EM cycle: 68 Log-likelihood: -0.08789 cycle: 68 EM cycle: 69 Log-likelihood: -0.08738 cycle: 69 EM cycle: 70 Log-likelihood: -0.08691 cycle: 70 EM cycle: 71 Log-likelihood: -0.08644 cycle: 71 EM cycle: 72 Log-likelihood: -0.08598 cycle: 72 EM cycle: 73 Log-likelihood: -0.08555 cycle: 73 EM cycle: 74 Log-likelihood: -0.08509 cycle: 74 EM cycle: 75 Log-likelihood: -0.08465 cycle: 75 EM cycle: 76 Log-likelihood: -0.08424 cycle: 76 EM cycle: 77 Log-likelihood: -0.08383 cycle: 77 EM cycle: 78 Log-likelihood: -0.08341 cycle: 78 EM cycle: 79 Log-likelihood: -0.08302 cycle: 79 EM cycle: 80 Log-likelihood: -0.08262 cycle: 80 EM cycle: 81 Log-likelihood: -0.08224 cycle: 81 EM cycle: 82 Log-likelihood: -0.08187 cycle: 82 EM cycle: 83 Log-likelihood: -0.08149 cycle: 83 EM cycle: 84 Log-likelihood: -0.08113 cycle: 84 EM cycle: 85 Log-likelihood: -0.08076 cycle: 85 EM cycle: 86 Log-likelihood: -0.08042 cycle: 86 EM cycle: 87 Log-likelihood: -0.08007 cycle: 87 EM cycle: 88 Log-likelihood: -0.07972 cycle: 88 EM cycle: 89 Log-likelihood: -0.07940 cycle: 89 EM cycle: 90 Log-likelihood: -0.07904 cycle: 90 EM cycle: 91 Log-likelihood: -0.07875 cycle: 91 EM cycle: 92 Log-likelihood: -0.07841 cycle: 92 EM cycle: 93 Log-likelihood: -0.07809 cycle: 93 EM cycle: 94 Log-likelihood: -0.07779 cycle: 94 EM cycle: 95 Log-likelihood: -0.07750 cycle: 95 EM cycle: 96 Log-likelihood: -0.07719 cycle: 96 EM cycle: 97 Log-likelihood: -0.07691 cycle: 97 EM completed. Final Log-Likelihood: -0.07691 Name | Total (ms) =========================== main | 97 init | 0 Bundle | 76 Bundle.init | 0 Bundle.explain | 72 Bundle.BDDCalc | 1 EM | 19 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 Axiom: stefan type learnedClass Explanation(s): 1) stefan type male markus hasChild anna hasChild domain person female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass 2) markus hasChild anna father subClassOf male hasChild domain person stefan type father female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass 3) father subClassOf male stefan type father female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass hasChild range person 4) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass 5) male subClassOf person stefan hasChild markus markus type male hasChild some person subClassOf learnedClass 6) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass 7) stefan type male female disjointWith male stefan hasChild markus ( not female and hasChild some person ) subClassOf learnedClass hasChild range person Query 2 of 4 (50%) Positive Example: martin Type learnedClass Axiom: martin type learnedClass Explanation(s): 1) martin type male female disjointWith male martin hasChild heinz ( not female and hasChild some person ) subClassOf learnedClass hasChild range person 2) father subClassOf male female disjointWith male martin hasChild heinz ( not female and hasChild some person ) subClassOf learnedClass hasChild range person martin type father 3) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass 5) martin type male heinz type male female disjointWith male male subClassOf person martin hasChild heinz ( not female and hasChild some person ) subClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna female disjointWith male ( not female and hasChild some person ) subClassOf learnedClass markus type male hasChild range person 2) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass 3) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58453 - tag: 1 - #vars: 7 martin Type learnedClass - prob: 0.57445 - tag: 2 - #vars: 6 markus Type learnedClass - prob: 0.57237 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.64927 cycle: 1 EM cycle: 2 Log-likelihood: -0.52366 cycle: 2 EM cycle: 3 Log-likelihood: -0.37929 cycle: 3 EM cycle: 4 Log-likelihood: -0.31548 cycle: 4 EM cycle: 5 Log-likelihood: -0.27787 cycle: 5 EM cycle: 6 Log-likelihood: -0.25243 cycle: 6 EM cycle: 7 Log-likelihood: -0.23381 cycle: 7 EM cycle: 8 Log-likelihood: -0.21937 cycle: 8 EM cycle: 9 Log-likelihood: -0.20779 cycle: 9 EM cycle: 10 Log-likelihood: -0.19819 cycle: 10 EM cycle: 11 Log-likelihood: -0.19014 cycle: 11 EM cycle: 12 Log-likelihood: -0.18319 cycle: 12 EM cycle: 13 Log-likelihood: -0.17713 cycle: 13 EM cycle: 14 Log-likelihood: -0.17179 cycle: 14 EM cycle: 15 Log-likelihood: -0.16704 cycle: 15 EM cycle: 16 Log-likelihood: -0.16276 cycle: 16 EM cycle: 17 Log-likelihood: -0.15889 cycle: 17 EM cycle: 18 Log-likelihood: -0.15537 cycle: 18 EM cycle: 19 Log-likelihood: -0.15217 cycle: 19 EM cycle: 20 Log-likelihood: -0.14917 cycle: 20 EM cycle: 21 Log-likelihood: -0.14641 cycle: 21 EM cycle: 22 Log-likelihood: -0.14387 cycle: 22 EM cycle: 23 Log-likelihood: -0.14148 cycle: 23 EM cycle: 24 Log-likelihood: -0.13925 cycle: 24 EM cycle: 25 Log-likelihood: -0.13716 cycle: 25 EM cycle: 26 Log-likelihood: -0.13519 cycle: 26 EM cycle: 27 Log-likelihood: -0.13337 cycle: 27 EM cycle: 28 Log-likelihood: -0.13160 cycle: 28 EM cycle: 29 Log-likelihood: -0.12997 cycle: 29 EM cycle: 30 Log-likelihood: -0.12838 cycle: 30 EM cycle: 31 Log-likelihood: -0.12685 cycle: 31 EM cycle: 32 Log-likelihood: -0.12545 cycle: 32 EM cycle: 33 Log-likelihood: -0.12409 cycle: 33 EM cycle: 34 Log-likelihood: -0.12281 cycle: 34 EM cycle: 35 Log-likelihood: -0.12152 cycle: 35 EM cycle: 36 Log-likelihood: -0.12034 cycle: 36 EM cycle: 37 Log-likelihood: -0.11919 cycle: 37 EM cycle: 38 Log-likelihood: -0.11810 cycle: 38 EM cycle: 39 Log-likelihood: -0.11706 cycle: 39 EM cycle: 40 Log-likelihood: -0.11602 cycle: 40 EM cycle: 41 Log-likelihood: -0.11506 cycle: 41 EM cycle: 42 Log-likelihood: -0.11412 cycle: 42 EM cycle: 43 Log-likelihood: -0.11318 cycle: 43 EM cycle: 44 Log-likelihood: -0.11229 cycle: 44 EM cycle: 45 Log-likelihood: -0.11145 cycle: 45 EM cycle: 46 Log-likelihood: -0.11065 cycle: 46 EM cycle: 47 Log-likelihood: -0.10984 cycle: 47 EM cycle: 48 Log-likelihood: -0.10906 cycle: 48 EM cycle: 49 Log-likelihood: -0.10830 cycle: 49 EM cycle: 50 Log-likelihood: -0.10756 cycle: 50 EM cycle: 51 Log-likelihood: -0.10688 cycle: 51 EM cycle: 52 Log-likelihood: -0.10620 cycle: 52 EM cycle: 53 Log-likelihood: -0.10551 cycle: 53 EM cycle: 54 Log-likelihood: -0.10486 cycle: 54 EM cycle: 55 Log-likelihood: -0.10422 cycle: 55 EM cycle: 56 Log-likelihood: -0.10362 cycle: 56 EM cycle: 57 Log-likelihood: -0.10303 cycle: 57 EM cycle: 58 Log-likelihood: -0.10242 cycle: 58 EM cycle: 59 Log-likelihood: -0.10187 cycle: 59 EM cycle: 60 Log-likelihood: -0.10131 cycle: 60 EM cycle: 61 Log-likelihood: -0.10076 cycle: 61 EM cycle: 62 Log-likelihood: -0.10022 cycle: 62 EM cycle: 63 Log-likelihood: -0.09968 cycle: 63 EM cycle: 64 Log-likelihood: -0.09919 cycle: 64 EM cycle: 65 Log-likelihood: -0.09870 cycle: 65 EM cycle: 66 Log-likelihood: -0.09821 cycle: 66 EM cycle: 67 Log-likelihood: -0.09773 cycle: 67 EM cycle: 68 Log-likelihood: -0.09728 cycle: 68 EM cycle: 69 Log-likelihood: -0.09680 cycle: 69 EM cycle: 70 Log-likelihood: -0.09639 cycle: 70 EM cycle: 71 Log-likelihood: -0.09592 cycle: 71 EM cycle: 72 Log-likelihood: -0.09550 cycle: 72 EM cycle: 73 Log-likelihood: -0.09507 cycle: 73 EM cycle: 74 Log-likelihood: -0.09469 cycle: 74 EM cycle: 75 Log-likelihood: -0.09427 cycle: 75 EM cycle: 76 Log-likelihood: -0.09386 cycle: 76 EM cycle: 77 Log-likelihood: -0.09351 cycle: 77 EM cycle: 78 Log-likelihood: -0.09312 cycle: 78 EM cycle: 79 Log-likelihood: -0.09273 cycle: 79 EM cycle: 80 Log-likelihood: -0.09235 cycle: 80 EM cycle: 81 Log-likelihood: -0.09202 cycle: 81 EM cycle: 82 Log-likelihood: -0.09165 cycle: 82 EM cycle: 83 Log-likelihood: -0.09131 cycle: 83 EM cycle: 84 Log-likelihood: -0.09094 cycle: 84 EM cycle: 85 Log-likelihood: -0.09062 cycle: 85 EM cycle: 86 Log-likelihood: -0.09030 cycle: 86 EM cycle: 87 Log-likelihood: -0.08999 cycle: 87 EM cycle: 88 Log-likelihood: -0.08965 cycle: 88 EM cycle: 89 Log-likelihood: -0.08931 cycle: 89 EM cycle: 90 Log-likelihood: -0.08902 cycle: 90 EM cycle: 91 Log-likelihood: -0.08874 cycle: 91 EM completed. Final Log-Likelihood: -0.08874 Name | Total (ms) =========================== main | 169 init | 1 Bundle | 148 Bundle.init | 0 Bundle.explain | 142 Bundle.BDDCalc | 2 EM | 20 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 Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass 3) ( male and ( female or hasChild some person ) ) subClassOf learnedClass stefan type male stefan hasChild markus hasChild range person 4) ( male and ( female or hasChild some person ) ) subClassOf learnedClass stefan type male male subClassOf person stefan hasChild markus markus type male 5) ( male and ( female or hasChild some person ) ) subClassOf learnedClass stefan type male markus hasChild anna hasChild domain person stefan hasChild markus Query 2 of 4 (50%) Positive Example: martin Type learnedClass Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass 2) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass 3) ( male and ( female or hasChild some person ) ) subClassOf learnedClass martin type male heinz type male male subClassOf person martin hasChild heinz Query 3 of 4 (75%) Positive Example: markus Type learnedClass Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass 2) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass 3) ( male and ( female or hasChild some person ) ) subClassOf learnedClass markus hasChild anna hasChild domain person markus type male anna hasChild heinz 4) ( male and ( female or hasChild some person ) ) subClassOf learnedClass markus hasChild anna female subClassOf person markus type male anna type female Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... Axiom: heinz type learnedClass Explanation: AXIOM IS NOT ENTAILED! Explanations founding completed (BDDs computed) Start EM Algorithm - n. of probabilistic axioms: 10 - n. of examples: 4 stefan Type learnedClass - prob: 0.58738 - tag: 1 - #vars: 5 martin Type learnedClass - prob: 0.50757 - tag: 2 - #vars: 4 markus Type learnedClass - prob: 0.56874 - tag: 3 - #vars: 5 heinz Type learnedClass - prob: 1.00000 - tag: 4 - #vars: 0 EM cycle: 0 EM cycle: 1 Log-likelihood: -1.77449 cycle: 1 EM cycle: 2 Log-likelihood: -0.56019 cycle: 2 EM cycle: 3 Log-likelihood: -0.40000 cycle: 3 EM cycle: 4 Log-likelihood: -0.32903 cycle: 4 EM cycle: 5 Log-likelihood: -0.28721 cycle: 5 EM cycle: 6 Log-likelihood: -0.25892 cycle: 6 EM cycle: 7 Log-likelihood: -0.23819 cycle: 7 EM cycle: 8 Log-likelihood: -0.22218 cycle: 8 EM cycle: 9 Log-likelihood: -0.20929 cycle: 9 EM cycle: 10 Log-likelihood: -0.19868 cycle: 10 EM cycle: 11 Log-likelihood: -0.18970 cycle: 11 EM cycle: 12 Log-likelihood: -0.18203 cycle: 12 EM cycle: 13 Log-likelihood: -0.17531 cycle: 13 EM cycle: 14 Log-likelihood: -0.16940 cycle: 14 EM cycle: 15 Log-likelihood: -0.16414 cycle: 15 EM cycle: 16 Log-likelihood: -0.15941 cycle: 16 EM cycle: 17 Log-likelihood: -0.15515 cycle: 17 EM cycle: 18 Log-likelihood: -0.15125 cycle: 18 EM cycle: 19 Log-likelihood: -0.14771 cycle: 19 EM cycle: 20 Log-likelihood: -0.14444 cycle: 20 EM cycle: 21 Log-likelihood: -0.14138 cycle: 21 EM cycle: 22 Log-likelihood: -0.13858 cycle: 22 EM cycle: 23 Log-likelihood: -0.13597 cycle: 23 EM cycle: 24 Log-likelihood: -0.13352 cycle: 24 EM cycle: 25 Log-likelihood: -0.13123 cycle: 25 EM cycle: 26 Log-likelihood: -0.12908 cycle: 26 EM cycle: 27 Log-likelihood: -0.12704 cycle: 27 EM cycle: 28 Log-likelihood: -0.12514 cycle: 28 EM cycle: 29 Log-likelihood: -0.12334 cycle: 29 EM cycle: 30 Log-likelihood: -0.12159 cycle: 30 EM cycle: 31 Log-likelihood: -0.11994 cycle: 31 EM cycle: 32 Log-likelihood: -0.11840 cycle: 32 EM cycle: 33 Log-likelihood: -0.11691 cycle: 33 EM cycle: 34 Log-likelihood: -0.11547 cycle: 34 EM cycle: 35 Log-likelihood: -0.11414 cycle: 35 EM cycle: 36 Log-likelihood: -0.11284 cycle: 36 EM cycle: 37 Log-likelihood: -0.11159 cycle: 37 EM cycle: 38 Log-likelihood: -0.11040 cycle: 38 EM cycle: 39 Log-likelihood: -0.10923 cycle: 39 EM cycle: 40 Log-likelihood: -0.10814 cycle: 40 EM cycle: 41 Log-likelihood: -0.10707 cycle: 41 EM cycle: 42 Log-likelihood: -0.10605 cycle: 42 EM cycle: 43 Log-likelihood: -0.10505 cycle: 43 EM cycle: 44 Log-likelihood: -0.10409 cycle: 44 EM cycle: 45 Log-likelihood: -0.10317 cycle: 45 EM cycle: 46 Log-likelihood: -0.10227 cycle: 46 EM cycle: 47 Log-likelihood: -0.10143 cycle: 47 EM cycle: 48 Log-likelihood: -0.10057 cycle: 48 EM cycle: 49 Log-likelihood: -0.09976 cycle: 49 EM cycle: 50 Log-likelihood: -0.09898 cycle: 50 EM cycle: 51 Log-likelihood: -0.09823 cycle: 51 EM cycle: 52 Log-likelihood: -0.09747 cycle: 52 EM cycle: 53 Log-likelihood: -0.09674 cycle: 53 EM cycle: 54 Log-likelihood: -0.09603 cycle: 54 EM cycle: 55 Log-likelihood: -0.09536 cycle: 55 EM cycle: 56 Log-likelihood: -0.09469 cycle: 56 EM cycle: 57 Log-likelihood: -0.09404 cycle: 57 EM cycle: 58 Log-likelihood: -0.09341 cycle: 58 EM cycle: 59 Log-likelihood: -0.09280 cycle: 59 EM cycle: 60 Log-likelihood: -0.09219 cycle: 60 EM cycle: 61 Log-likelihood: -0.09160 cycle: 61 EM cycle: 62 Log-likelihood: -0.09103 cycle: 62 EM cycle: 63 Log-likelihood: -0.09049 cycle: 63 EM cycle: 64 Log-likelihood: -0.08993 cycle: 64 EM cycle: 65 Log-likelihood: -0.08940 cycle: 65 EM cycle: 66 Log-likelihood: -0.08889 cycle: 66 EM cycle: 67 Log-likelihood: -0.08838 cycle: 67 EM cycle: 68 Log-likelihood: -0.08789 cycle: 68 EM cycle: 69 Log-likelihood: -0.08738 cycle: 69 EM cycle: 70 Log-likelihood: -0.08691 cycle: 70 EM cycle: 71 Log-likelihood: -0.08644 cycle: 71 EM cycle: 72 Log-likelihood: -0.08598 cycle: 72 EM cycle: 73 Log-likelihood: -0.08555 cycle: 73 EM cycle: 74 Log-likelihood: -0.08509 cycle: 74 EM cycle: 75 Log-likelihood: -0.08465 cycle: 75 EM cycle: 76 Log-likelihood: -0.08424 cycle: 76 EM cycle: 77 Log-likelihood: -0.08383 cycle: 77 EM cycle: 78 Log-likelihood: -0.08341 cycle: 78 EM cycle: 79 Log-likelihood: -0.08302 cycle: 79 EM cycle: 80 Log-likelihood: -0.08262 cycle: 80 EM cycle: 81 Log-likelihood: -0.08224 cycle: 81 EM cycle: 82 Log-likelihood: -0.08187 cycle: 82 EM cycle: 83 Log-likelihood: -0.08149 cycle: 83 EM cycle: 84 Log-likelihood: -0.08113 cycle: 84 EM cycle: 85 Log-likelihood: -0.08076 cycle: 85 EM cycle: 86 Log-likelihood: -0.08042 cycle: 86 EM cycle: 87 Log-likelihood: -0.08007 cycle: 87 EM cycle: 88 Log-likelihood: -0.07972 cycle: 88 EM cycle: 89 Log-likelihood: -0.07940 cycle: 89 EM cycle: 90 Log-likelihood: -0.07904 cycle: 90 EM cycle: 91 Log-likelihood: -0.07875 cycle: 91 EM cycle: 92 Log-likelihood: -0.07841 cycle: 92 EM cycle: 93 Log-likelihood: -0.07809 cycle: 93 EM cycle: 94 Log-likelihood: -0.07779 cycle: 94 EM cycle: 95 Log-likelihood: -0.07750 cycle: 95 EM cycle: 96 Log-likelihood: -0.07719 cycle: 96 EM cycle: 97 Log-likelihood: -0.07691 cycle: 97 EM completed. Final Log-Likelihood: -0.07691 Name | Total (ms) =========================== main | 97 init | 1 Bundle | 73 Bundle.init | 0 Bundle.explain | 72 Bundle.BDDCalc | 0 EM | 20 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 Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass 3) stefan type male stefan type father ( male and ( father or hasChild some person ) ) subClassOf learnedClass 4) father subClassOf male stefan type father ( male and ( father or hasChild some person ) ) subClassOf learnedClass 5) stefan type male stefan hasChild markus hasChild range person ( male and ( father or hasChild some person ) ) subClassOf learnedClass Query 2 of 4 (50%) Positive Example: martin Type learnedClass Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass 2) martin type male ( male and ( father or hasChild some person ) ) subClassOf learnedClass martin type father 3) father subClassOf male ( male and ( father or hasChild some person ) ) subClassOf learnedClass martin type father 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass 2) markus type father markus type male ( male and ( father or hasChild some person ) ) subClassOf learnedClass 3) father subClassOf male markus type father ( male and ( father or hasChild some person ) ) subClassOf learnedClass 4) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass 5) markus hasChild anna hasChild domain person markus type male ( male and ( father or hasChild some person ) ) subClassOf learnedClass anna hasChild heinz Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... 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 | 119 init | 0 Bundle | 99 Bundle.init | 0 Bundle.explain | 93 Bundle.BDDCalc | 1 EM | 20 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 Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass 3) stefan type male ( male and ( father or hasChild some male ) ) subClassOf learnedClass stefan type father 4) father subClassOf male ( male and ( father or hasChild some male ) ) subClassOf learnedClass stefan type father Query 2 of 4 (50%) Positive Example: martin Type learnedClass Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass 2) martin type male ( male and ( father or hasChild some male ) ) subClassOf learnedClass martin type father 3) father subClassOf male ( male and ( father or hasChild some male ) ) subClassOf learnedClass martin type father 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass 2) ( male and ( father or hasChild some male ) ) subClassOf learnedClass markus type father markus type male 3) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... 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 | 97 init | 1 Bundle | 79 Bundle.init | 0 Bundle.explain | 74 Bundle.BDDCalc | 0 EM | 16 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 Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass 3) stefan type male stefan type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass 4) father subClassOf male stefan type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass Query 2 of 4 (50%) Positive Example: martin Type learnedClass Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass 2) martin type male martin type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass 3) father subClassOf male martin type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass 2) markus type father markus type male ( male and ( father or hasChild some female ) ) subClassOf learnedClass 3) father subClassOf male markus type father ( male and ( father or hasChild some female ) ) subClassOf learnedClass 4) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass 5) markus hasChild anna markus type male anna type female ( male and ( father or hasChild some female ) ) subClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... 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 | 118 init | 1 Bundle | 99 Bundle.init | 0 Bundle.explain | 93 Bundle.BDDCalc | 1 EM | 18 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 Axiom: stefan type learnedClass Explanation(s): 1) markus hasChild anna hasChild domain person stefan hasChild markus hasChild some person subClassOf learnedClass 2) stefan hasChild markus hasChild range person hasChild some person subClassOf learnedClass 3) stefan type male ( male and ( father or hasChild some father ) ) subClassOf learnedClass stefan type father 4) father subClassOf male ( male and ( father or hasChild some father ) ) subClassOf learnedClass stefan type father Query 2 of 4 (50%) Positive Example: martin Type learnedClass Axiom: martin type learnedClass Explanation(s): 1) martin hasChild heinz hasChild range person hasChild some person subClassOf learnedClass 2) martin type male ( male and ( father or hasChild some father ) ) subClassOf learnedClass martin type father 3) father subClassOf male ( male and ( father or hasChild some father ) ) subClassOf learnedClass martin type father 4) heinz type male male subClassOf person martin hasChild heinz hasChild some person subClassOf learnedClass Query 3 of 4 (75%) Positive Example: markus Type learnedClass Axiom: markus type learnedClass Explanation(s): 1) markus hasChild anna hasChild range person hasChild some person subClassOf learnedClass 2) ( male and ( father or hasChild some father ) ) subClassOf learnedClass markus type father markus type male 3) markus hasChild anna hasChild domain person anna hasChild heinz hasChild some person subClassOf learnedClass Query 4 of 4 (100%) Negative Example: heinz Type not (learnedClass) Axiom: heinz type not learnedClass Explanation: AXIOM IS NOT ENTAILED! Trying the second method... 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 | 94 init | 0 Bundle | 78 Bundle.init | 0 Bundle.explain | 74 Bundle.BDDCalc | 2 EM | 15 Test case 3 - Dummy parameter learner [.....] 0% [=....] 20% [==...] 40% [===..] 60% [====.] 80%Debug logger: false 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) 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 (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) 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 (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 (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 (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 (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 (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 (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 (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 (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] Tests run: 3, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 31.724 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 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:3.2.0:jar (default-jar) @ components-ext ---[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-ext/target/components-ext-1.5.1-SNAPSHOT.jar [INFO] [INFO]--- maven-install-plugin:2.4:install (default-install) @ components-ext ---[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-ext/target/components-ext-1.5.1-SNAPSHOT.jar to /usr/share/tomcat8/.m2/repository/org/dllearner/components-ext/1.5.1-SNAPSHOT/components-ext-1.5.1-SNAPSHOT.jar [INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-ext/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/components-ext/1.5.1-SNAPSHOT/components-ext-1.5.1-SNAPSHOT.pom [INFO] [INFO] ----------------------< org.dllearner:interfaces >---------------------- [INFO] Building dllearner-interfaces 1.5.1-SNAPSHOT [4/6] [INFO] --------------------------------[ jar ]--------------------------------- [INFO] [INFO]--- maven-clean-plugin:2.5:clean (default-clean) @ interfaces ---[INFO] Deleting /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/target [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/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:3.8.1:compile (default-compile) @ interfaces ---[INFO] Changes detected - recompiling the module! [INFO] Compiling 127 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/target/classes [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/src/main/java/org/dllearner/confparser/ConfParserLegacy.java: Some input files use or override a deprecated API. [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/src/main/java/org/dllearner/confparser/ConfParserLegacy.java: Recompile with -Xlint:deprecation for details. [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/src/main/java/org/dllearner/cli/ExpressionValidation.java: Some input files use unchecked or unsafe operations. [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/src/main/java/org/dllearner/cli/ExpressionValidation.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:3.8.1:testCompile (default-testCompile) @ interfaces ---[INFO] Changes detected - recompiling the module! [INFO] Compiling 7 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/target/test-classes [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/src/test/java/org/dllearner/test/junit/LearningProblemTest.java: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/src/test/java/org/dllearner/test/junit/LearningProblemTest.java uses unchecked or unsafe operations. [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/src/test/java/org/dllearner/test/junit/LearningProblemTest.java: Recompile with -Xlint:unchecked for details. [INFO] [INFO]--- maven-surefire-plugin:2.22.1:test (default-test) @ interfaces ---[INFO] Surefire report directory: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/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 43ms. Status: OK Initializing component 'embeddedReasoner' of type OWL API Reasoner ... Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner) ... initialized component 'embeddedReasoner' in 247ms. 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 51 ms. ... initialized component 'reasoner' in 53ms. Status: OK Initializing component 'op' of type rho refinement operator ... ... initialized component 'op' in 15ms. 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 5ms. 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 (26246 descriptions tested). Initializing component 'ks' of type KB File ... ... initialized component 'ks' in 6ms. 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 2 ms. ... initialized component 'reasoner' in 12ms. 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 1ms. 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 (26383 descriptions tested). [INFO] Tests run: 2, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 35.078 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: 0.097 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: 0.11 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 0ms. Status: OK Initializing component 'reasoner' of type closed world reasoner ... Loaded reasoner: Pellet (com.clarkparsia.pellet.owlapiv3.PelletReasoner) Materializing TBox... materialising concepts [.....] 0% [.....] 0% [.....] 1% [.....] 1% [.....] 2% [.....] 3% [.....] 3% [.....] 4% [.....] 4% [.....] 5% [.....] 6% [.....] 6% [.....] 7% [.....] 8% [.....] 8% [.....] 9% [.....] 9% [.....] 10% [.....] 11% [.....] 11% [.....] 12% [.....] 13% [.....] 13% [.....] 14% [.....] 14% [.....] 15% [.....] 16% [.....] 16% [.....] 17% [.....] 18% [.....] 18% [.....] 19% [.....] 19% [=....] 20% [=....] 21% [=....] 21% [=....] 22% [=....] 22% [=....] 23% [=....] 24% [=....] 24% [=....] 25% [=....] 26% [=....] 26% [=....] 27% [=....] 27% [=....] 28% [=....] 29% [=....] 29% [=....] 30% [=....] 31% [=....] 31% [=....] 32% [=....] 32% [=....] 33% [=....] 34% [=....] 34% [=....] 35% [=....] 36% [=....] 36% [=....] 37% [=....] 37% [=....] 38% [=....] 39% [=....] 39% [==...] 40% [==...] 40% [==...] 41% [==...] 42% [==...] 42% [==...] 43% [==...] 44% [==...] 44% [==...] 45% [==...] 45% [==...] 46% [==...] 47% [==...] 47% [==...] 48% [==...] 49% [==...] 49% [==...] 50% [==...] 50% [==...] 51% [==...] 52% [==...] 52% [==...] 53% [==...] 54% [==...] 54% [==...] 55% [==...] 55% [==...] 56% [==...] 57% [==...] 57% [==...] 58% [==...] 59% [==...] 59% [===..] 60% [===..] 60% [===..] 61% [===..] 62% [===..] 62% [===..] 63% [===..] 63% [===..] 64% [===..] 65% [===..] 65% [===..] 66% [===..] 67% [===..] 67% [===..] 68% [===..] 68% [===..] 69% [===..] 70% [===..] 70% [===..] 71% [===..] 72% [===..] 72% [===..] 73% [===..] 73% [===..] 74% [===..] 75% [===..] 75% [===..] 76% [===..] 77% [===..] 77% [===..] 78% [===..] 78% [===..] 79% [====.] 80% [====.] 80% [====.] 81% [====.] 81% [====.] 82% [====.] 83% [====.] 83% [====.] 84% [====.] 85% [====.] 85% [====.] 86% [====.] 86% [====.] 87%materialising object properties ... [====.] 88% [====.] 88% [====.] 89% [====.] 90%materialising datatype properties [====.] 90% [====.] 91% [====.] 91% [====.] 92% [====.] 93% [====.] 93% [====.] 94% [====.] 95% [====.] 95% [====.] 96% [====.] 96% [====.] 97% [====.] 98% [====.] 98% [====.] 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 9412 ms. ... initialized component 'reasoner' in 14s 391ms. Status: OK Initializing component 'op' of type rho refinement operator ... ... initialized component 'op' in 129ms. Status: OK Initializing component 'lp' of type PosNegLPStandard ... ... initialized component 'lp' in 1ms. Status: OK Initializing component 'alg' of type OWL Class Expression Learner ... ... initialized component 'alg' in 7ms. 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: 17.151 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:3.2.0:jar (default-jar) @ interfaces ---[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/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/workspace/interfaces/target/dl-learner.jar to /usr/share/tomcat8/.m2/repository/org/dllearner/interfaces/1.5.1-SNAPSHOT/interfaces-1.5.1-SNAPSHOT.jar [INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/interfaces/1.5.1-SNAPSHOT/interfaces-1.5.1-SNAPSHOT.pom [INFO] [INFO] --------------------< org.dllearner:interfaces-ext >-------------------- [INFO] Building interfaces-ext 1.5.1-SNAPSHOT [5/6] [INFO] --------------------------------[ jar ]--------------------------------- [INFO] [INFO]--- maven-clean-plugin:2.5:clean (default-clean) @ interfaces-ext ---[INFO] Deleting /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/target [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/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:3.8.1:compile (default-compile) @ interfaces-ext ---[INFO] Changes detected - recompiling the module! [INFO] Compiling 73 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/target/classes [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/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/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/workspace/interfaces-ext/src/test/resources [INFO] [INFO]--- maven-compiler-plugin:3.8.1:testCompile (default-testCompile) @ interfaces-ext ---[INFO] Changes detected - recompiling the module! [INFO] Compiling 1 source file to /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/target/test-classes [INFO] [INFO]--- maven-surefire-plugin:2.22.1:test (default-test) @ interfaces-ext ---[INFO] Surefire report directory: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/target/surefire-reports [INFO] [INFO] ------------------------------------------------------- [INFO] T E S T S [INFO] ------------------------------------------------------- [INFO] Running org.dllearner.cli.unife.CLILEAPTest main DL-Learner command line interface Initializing component 'ks' of type OWL File ... ... initialized component 'ks' in 0ms. 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 46 ms. ... initialized component 'reasoner' in 390ms. Status: OK Initializing component 'lp' of type PosNegLPStandard ... ... initialized component 'lp' in 0ms. Status: OK Initializing component 'alg' of type CELOE ... ... initialized component 'alg' in 18ms. Status: OK Initializing component 'lpr' of type EDGE ... ... initialized component 'lpr' in 1ms. Status: OK Initializing component 'psla' of type LEAP ... ... initialized component 'psla' in 5ms. Status: OK CLI LEAP CLI LEAP Running algorithm instance "psla" (LEAP) start class:Thing more accurate (50.00%) class expression found after 36ms: Thing more accurate (83.33%) class expression found after 105ms: learnedClass more accurate (100.00%) class expression found after 106ms: father Algorithm terminated successfully (time: 10s 0ms, 5801 descriptions tested, 4599 nodes in the search tree). number of retrievals: 6000 retrieval reasoning time: 122ms ( 0ms per retrieval) number of instance checks: 27 (0 multiple) instance check reasoning time: 0ms ( 0ms per instance check) (complex) subsumption checks: 295 (0 multiple) subsumption reasoning time: 61ms ( 0ms per subsumption check) overall reasoning time: 184ms 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 | 261 init | 32 Bundle | 151 Bundle.init | 1 Bundle.explain | 133 Bundle.BDDCalc | 2 EM | 61 Current Log-Likelihood: -0.25428 Log-Likelihood enhanced. Updating ontologies... Creation of the learned ontology... Successful creation of the learned ontology Ontology created in 4.0 (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 | 129 init | 2 Bundle | 105 Bundle.init | 0 Bundle.explain | 94 Bundle.BDDCalc | 1 EM | 19 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 | 96 init | 1 Bundle | 86 Bundle.init | 0 Bundle.explain | 79 Bundle.BDDCalc | 1 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 2.0 (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 | 85 init | 1 Bundle | 77 Bundle.init | 0 Bundle.explain | 69 Bundle.BDDCalc | 0 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 | 77 init | 1 Bundle | 70 Bundle.init | 0 Bundle.explain | 62 Bundle.BDDCalc | 2 EM | 6 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 | 89 init | 0 Bundle | 79 Bundle.init | 0 Bundle.explain | 74 Bundle.BDDCalc | 0 EM | 8 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 | 67 init | 1 Bundle | 60 Bundle.init | 0 Bundle.explain | 56 Bundle.BDDCalc | 0 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 | 70 init | 0 Bundle | 64 Bundle.init | 0 Bundle.explain | 60 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 | 63 init | 0 Bundle | 57 Bundle.init | 0 Bundle.explain | 53 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: 11030 ms CELOE: 10025 ms EDGE: 937 ms Bundle: 749 ms BDDCalc: 8 ms explain: 680 ms init: 1 ms EM: 120 ms init: 38 ms Other: 68 ms Program client: execution successfully terminated [INFO] Tests run: 1, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 14.61 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 [INFO] [INFO]--- maven-jar-plugin:3.2.0:jar (default-jar) @ interfaces-ext ---[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/target/dl-learner.jar [INFO] [INFO]--- maven-install-plugin:2.4:install (default-install) @ interfaces-ext ---[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/target/dl-learner.jar to /usr/share/tomcat8/.m2/repository/org/dllearner/interfaces-ext/1.5.1-SNAPSHOT/interfaces-ext-1.5.1-SNAPSHOT.jar [INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/interfaces-ext/1.5.1-SNAPSHOT/interfaces-ext-1.5.1-SNAPSHOT.pom [INFO] [INFO] -----------------------< org.dllearner:scripts >------------------------ [INFO] Building Executable scripts 1.5.1-SNAPSHOT [6/6] [INFO] --------------------------------[ jar ]--------------------------------- [INFO] [INFO]--- maven-clean-plugin:2.5:clean (default-clean) @ scripts ---[INFO] Deleting /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/target [INFO] [INFO]--- maven-resources-plugin:3.1.0:resources (default-resources) @ scripts ---[INFO] Using 'UTF-8' encoding to copy filtered resources. [INFO] skip non existing resourceDirectory /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/src/main/resources [INFO] [INFO]--- maven-compiler-plugin:3.8.1:compile (default-compile) @ scripts ---[INFO] Changes detected - recompiling the module! [INFO] Compiling 26 source files to /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/target/classes [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/src/main/java/org/dllearner/experiments/MyMonKey.java: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/src/main/java/org/dllearner/experiments/MyMonKey.java uses unchecked or unsafe operations. [INFO] /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/src/main/java/org/dllearner/experiments/MyMonKey.java: Recompile with -Xlint:unchecked for details. [INFO] [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/workspace/scripts/src/test/resources [INFO] [INFO]--- maven-compiler-plugin:3.8.1:testCompile (default-testCompile) @ scripts ---[INFO] No sources to compile [INFO] [INFO]--- maven-surefire-plugin:2.22.1:test (default-test) @ scripts ---[INFO] No tests to run. [JENKINS] Recording test results [INFO] [INFO]--- maven-jar-plugin:3.2.0:jar (default-jar) @ scripts ---[INFO] Building jar: /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/target/scripts-1.5.1-SNAPSHOT.jar [INFO] [INFO]--- maven-install-plugin:2.4:install (default-install) @ scripts ---[INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/target/scripts-1.5.1-SNAPSHOT.jar to /usr/share/tomcat8/.m2/repository/org/dllearner/scripts/1.5.1-SNAPSHOT/scripts-1.5.1-SNAPSHOT.jar [INFO] Installing /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/pom.xml to /usr/share/tomcat8/.m2/repository/org/dllearner/scripts/1.5.1-SNAPSHOT/scripts-1.5.1-SNAPSHOT.pom [INFO] ------------------------------------------------------------------------ [INFO] Reactor Summary for DL Learner Parent Pom 1.5.1-SNAPSHOT: [INFO] [INFO] DL Learner Parent Pom .............................. SUCCESS [ 1.748 s] [INFO] DL Learner Core Components ......................... SUCCESS [03:32 min] [INFO] components-ext ..................................... SUCCESS [01:48 min] [INFO] dllearner-interfaces ............................... SUCCESS [01:10 min] [INFO] interfaces-ext ..................................... SUCCESS [ 27.543 s] [INFO] Executable scripts ................................. SUCCESS [ 7.258 s] [INFO] ------------------------------------------------------------------------ [INFO] BUILD SUCCESS [INFO] ------------------------------------------------------------------------ [INFO] Total time: 07:22 min [INFO] Finished at: 2021-11-03T16:33:54+01:00 [INFO] ------------------------------------------------------------------------ Waiting for Jenkins to finish collecting data [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/pom.xml to org.dllearner/interfaces-ext/1.5.1-SNAPSHOT/interfaces-ext-1.5.1-SNAPSHOT.pom [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces-ext/target/dl-learner.jar to org.dllearner/interfaces-ext/1.5.1-SNAPSHOT/interfaces-ext-1.5.1-SNAPSHOT.jar [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-ext/pom.xml to org.dllearner/components-ext/1.5.1-SNAPSHOT/components-ext-1.5.1-SNAPSHOT.pom [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-ext/target/components-ext-1.5.1-SNAPSHOT.jar to org.dllearner/components-ext/1.5.1-SNAPSHOT/components-ext-1.5.1-SNAPSHOT.jar [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/pom.xml to org.dllearner/scripts/1.5.1-SNAPSHOT/scripts-1.5.1-SNAPSHOT.pom [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/scripts/target/scripts-1.5.1-SNAPSHOT.jar to org.dllearner/scripts/1.5.1-SNAPSHOT/scripts-1.5.1-SNAPSHOT.jar [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-core/pom.xml to org.dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-SNAPSHOT.pom [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-core/target/components-core-1.5.1-SNAPSHOT.jar to org.dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-SNAPSHOT.jar [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/components-core/target/components-core-1.5.1-SNAPSHOT-tests.jar to org.dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-SNAPSHOT-tests.jar [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/pom.xml to org.dllearner/dllearner-parent/1.5.1-SNAPSHOT/dllearner-parent-1.5.1-SNAPSHOT.pom [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/pom.xml to org.dllearner/interfaces/1.5.1-SNAPSHOT/interfaces-1.5.1-SNAPSHOT.pom [JENKINS] Archiving /usr/share/tomcat8/.jenkins/jobs/DL-Learner/workspace/interfaces/target/dl-learner.jar to org.dllearner/interfaces/1.5.1-SNAPSHOT/interfaces-1.5.1-SNAPSHOT.jar channel stopped Maven RedeployPublisher use remote maven settings from : /usr/share/tomcat8/.m2/settings.xml [INFO] Deployment in https://maven.aksw.org/archiva/repository/snapshots (id=maven.aksw.snapshots,uniqueVersion=true) Deploying the main artifact components-core-1.5.1-SNAPSHOT.jar Downloading from maven.aksw.snapshots: https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/maven-metadata.xml Downloaded from maven.aksw.snapshots: https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/maven-metadata.xml (365 B at 5.5 kB/s) Uploading to maven.aksw.snapshots: https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-20211103.153404-5.jar Uploading to maven.aksw.snapshots: https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-20211103.153404-5.pom ERROR: Failed to deploy artifacts: Could not transfer artifact org.dllearner:components-core:jar:1.5.1-20211103.153404-5 from/to maven.aksw.snapshots (https://maven.aksw.org/archiva/repository/snapshots): Failed to transfer file https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-20211103.153404-5.jar with status code 401 org.apache.maven.artifact.deployer.ArtifactDeploymentException: Failed to deploy artifacts: Could not transfer artifact org.dllearner:components-core:jar:1.5.1-20211103.153404-5 from/to maven.aksw.snapshots (https://maven.aksw.org/archiva/repository/snapshots): Failed to transfer file https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-20211103.153404-5.jar with status code 401 at org.apache.maven.artifact.deployer.DefaultArtifactDeployer.deploy(DefaultArtifactDeployer.java:146) at hudson.maven.reporters.MavenArtifactRecord.deploy(MavenArtifactRecord.java:198) at hudson.maven.RedeployPublisher.perform(RedeployPublisher.java:176) at hudson.tasks.BuildStepMonitor$1.perform(BuildStepMonitor.java:20) at hudson.model.AbstractBuild$AbstractBuildExecution.perform(AbstractBuild.java:741) at hudson.model.AbstractBuild$AbstractBuildExecution.performAllBuildSteps(AbstractBuild.java:690) at hudson.maven.MavenModuleSetBuild$MavenModuleSetBuildExecution.post2(MavenModuleSetBuild.java:1074) at hudson.model.AbstractBuild$AbstractBuildExecution.post(AbstractBuild.java:635) at hudson.model.Run.execute(Run.java:1905) at hudson.maven.MavenModuleSetBuild.run(MavenModuleSetBuild.java:543) at hudson.model.ResourceController.execute(ResourceController.java:97) at hudson.model.Executor.run(Executor.java:428) Caused by: org.eclipse.aether.deployment.DeploymentException: Failed to deploy artifacts: Could not transfer artifact org.dllearner:components-core:jar:1.5.1-20211103.153404-5 from/to maven.aksw.snapshots (https://maven.aksw.org/archiva/repository/snapshots): Failed to transfer file https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-20211103.153404-5.jar with status code 401 at org.eclipse.aether.internal.impl.DefaultDeployer.deploy(DefaultDeployer.java:295) at org.eclipse.aether.internal.impl.DefaultDeployer.deploy(DefaultDeployer.java:223) at org.eclipse.aether.internal.impl.DefaultRepositorySystem.deploy(DefaultRepositorySystem.java:384) at org.apache.maven.artifact.deployer.DefaultArtifactDeployer.deploy(DefaultArtifactDeployer.java:142) ... 11 more Caused by: org.eclipse.aether.transfer.ArtifactTransferException: Could not transfer artifact org.dllearner:components-core:jar:1.5.1-20211103.153404-5 from/to maven.aksw.snapshots (https://maven.aksw.org/archiva/repository/snapshots): Failed to transfer file https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-20211103.153404-5.jar with status code 401 at org.eclipse.aether.connector.basic.ArtifactTransportListener.transferFailed(ArtifactTransportListener.java:52) at org.eclipse.aether.connector.basic.BasicRepositoryConnector$TaskRunner.run(BasicRepositoryConnector.java:365) at org.eclipse.aether.connector.basic.BasicRepositoryConnector.put(BasicRepositoryConnector.java:284) at org.eclipse.aether.internal.impl.DefaultDeployer.deploy(DefaultDeployer.java:289) ... 14 more Caused by: org.apache.maven.wagon.TransferFailedException: Failed to transfer file https://maven.aksw.org/archiva/repository/snapshots/org/dllearner/components-core/1.5.1-SNAPSHOT/components-core-1.5.1-20211103.153404-5.jar with status code 401 at org.apache.maven.wagon.shared.http.AbstractHttpClientWagon.put(AbstractHttpClientWagon.java:756) at org.apache.maven.wagon.shared.http.AbstractHttpClientWagon.put(AbstractHttpClientWagon.java:670) at org.apache.maven.wagon.shared.http.AbstractHttpClientWagon.put(AbstractHttpClientWagon.java:652) at org.apache.maven.wagon.shared.http.AbstractHttpClientWagon.put(AbstractHttpClientWagon.java:646) at org.apache.maven.wagon.shared.http.AbstractHttpClientWagon.put(AbstractHttpClientWagon.java:626) at org.eclipse.aether.transport.wagon.WagonTransporter$PutTaskRunner.run(WagonTransporter.java:686) at org.eclipse.aether.transport.wagon.WagonTransporter.execute(WagonTransporter.java:435) at org.eclipse.aether.transport.wagon.WagonTransporter.put(WagonTransporter.java:418) at org.eclipse.aether.connector.basic.BasicRepositoryConnector$PutTaskRunner.runTask(BasicRepositoryConnector.java:512) at org.eclipse.aether.connector.basic.BasicRepositoryConnector$TaskRunner.run(BasicRepositoryConnector.java:360) ... 16 more [INFO] Deployment failed after 0.3 sec Build step 'Deploy artifacts to Maven repository' changed build result to FAILURE [Set GitHub commit status (universal)] ERROR on repos [GHRepository@5f3abe52[nodeId=MDEwOlJlcG9zaXRvcnkyMjY5MzUxNQ==,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=255594,milestones={},language=Java,commits={},source=<null>,parent=<null>,url=https://api.github.com/repos/SmartDataAnalytics/DL-Learner,id=22693515,nodeId=<null>,createdAt=2014-08-06T18:29:54Z,updatedAt=2021-11-03T15:26:08Z]] (sha:67506ad) with context:DL-Learner Setting commit status on GitHub for https://github.com/SmartDataAnalytics/DL-Learner/commit/67506ad6e6102026e9777ea71ab2e7517b31e247 Sending e-mails to: buehmann@informatik.uni-leipzig.de patrick.westphal@informatik.uni-leipzig.de sbin@informatik.uni-leipzig.de Finished: FAILURE