% learn distribution for school database. % we do not consider the aggregates yet. :- [pos:train]. :- ['../../examples/School/sch32']. :- use_module(library(clpbn/learning/em)). %:- clpbn:set_clpbn_flag(em_solver,gibbs). %:- clpbn:set_clpbn_flag(em_solver,jt). % :- clpbn:set_clpbn_flag(em_solver,ve). :- clpbn:set_clpbn_flag(em_solver,bp). timed_main :- statistics(runtime, _), findall(X,goal(X),L), em(L,0.01,10,_,Lik), statistics(runtime, [T,_]), format('Took ~d msec and Lik ~3f~n',[T,Lik]). main :- findall(X,goal(X),L), em(L,0.001,10,CPTs,Lik), writeln(Lik:CPTs). debug_school :- graph(L), em(L,0.01,10,CPTs,Lik), writeln(Lik:CPTs). run_queries([]). run_queries(Q.L) :- call(Q), run_queries(L). 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9867),registration_satisfaction(r460,l),registration_satisfaction(r461,h),registration_satisfaction(r462,h),registration_satisfaction(r463,_G139887),registration_satisfaction(r464,_G139892),registration_satisfaction(r465,_G139897),registration_satisfaction(r466,l),registration_satisfaction(r467,_G139907),registration_satisfaction(r468,_G139912),registration_satisfaction(r469,h),registration_satisfaction(r470,h),registration_satisfaction(r471,_G139927),registration_satisfaction(r472,_G139932),registration_satisfaction(r473,_G139937),registration_satisfaction(r474,_G139942),registration_satisfaction(r475,h),registration_satisfaction(r476,_G139952),registration_satisfaction(r477,_G139957),registration_satisfaction(r478,_G139962),registration_satisfaction(r479,_G139967),registration_satisfaction(r480,_G139972),registration_satisfaction(r481,_G139977),registration_satisfaction(r482,_G139982),registration_satisfaction(r483,h),registration_satisfaction(r484,_G139992),registration_satisfaction(r485,h),registration_satisfaction(r486,h),registration_satisfaction(r487,_G140007),registration_satisfaction(r488,_G140012),registration_satisfaction(r489,m),registration_satisfaction(r490,_G140022),registration_satisfaction(r491,_G140027),registration_satisfaction(r492,h),registration_satisfaction(r493,_G140037),registration_satisfaction(r494,_G140042),registration_satisfaction(r495,h),registration_satisfaction(r496,h),registration_satisfaction(r497,_G140057),registration_satisfaction(r498,_G140062),registration_satisfaction(r499,h),registration_satisfaction(r500,m),registration_satisfaction(r501,h),registration_satisfaction(r502,_G140082),registration_satisfaction(r503,_G140087),registration_satisfaction(r504,m),registration_satisfaction(r505,_G140097),registration_satisfaction(r506,_G140102),registration_satisfaction(r507,_G140107),registration_satisfaction(r508,_G140112),registration_satisfaction(r509,_G140117),registration_satisfaction(r510,_G140122),registration_satisfaction(r511,l),registration_satisfaction(r512,h),registration_satisfaction(r513,h),registration_satisfaction(r514,_G140142),registration_satisfaction(r515,_G140147),registration_satisfaction(r516,_G140152),registration_satisfaction(r517,m),registration_satisfaction(r518,_G140162),registration_satisfaction(r519,h),registration_satisfaction(r520,_G140172),registration_satisfaction(r521,h),registration_satisfaction(r522,h),registration_satisfaction(r523,h),registration_satisfaction(r524,h),registration_satisfaction(r525,_G140197),registration_satisfaction(r526,h),registration_satisfaction(r527,_G140207),registration_satisfaction(r528,_G140212),registration_satisfaction(r529,h),registration_satisfaction(r530,_G140222),registration_satisfaction(r531,_G140227),registration_satisfaction(r532,_G140232),registration_satisfaction(r533,_G140237),registration_satisfaction(r534,l),registration_satisfaction(r535,_G140247),registration_satisfaction(r536,h),registration_satisfaction(r537,h),registration_satisfaction(r538,_G140262),registration_satisfaction(r539,_G140267),registration_satisfaction(r540,_G140272),registration_satisfaction(r541,_G140277),registration_satisfaction(r542,h),registration_satisfaction(r543,h),registration_satisfaction(r544,_G140292),registration_satisfaction(r545,h),registration_satisfaction(r546,_G140302),registration_satisfaction(r547,_G140307),registration_satisfaction(r548,h),registration_satisfaction(r549,_G140317),registration_satisfaction(r550,_G140322),registration_satisfaction(r551,h),registration_satisfaction(r552,m),registration_satisfaction(r553,m),registration_satisfaction(r554,l),registration_satisfaction(r555,m),registration_satisfaction(r556,_G140352),registration_satisfaction(r557,_G140357),registration_satisfaction(r558,_G140362),registration_satisfaction(r559,_G140367),registration_satisfaction(r560,_G140372),registration_satisfaction(r561,_G140377),registration_satisfaction(r562,h),registration_satisfaction(r563,_G140387),registration_satisfaction(r564,h),registration_satisfaction(r565,_G140397),registration_satisfaction(r566,l),registration_satisfaction(r567,_G140407),registration_satisfaction(r568,h),registration_satisfaction(r569,h),registration_satisfaction(r570,h),registration_satisfaction(r571,_G140427),registration_satisfaction(r572,_G140432),registration_satisfaction(r573,_G140437),registration_satisfaction(r574,_G140442),registration_satisfaction(r575,_G140447),registration_satisfaction(r576,_G140452),registration_satisfaction(r577,_G140457),registration_satisfaction(r578,l),registration_satisfaction(r579,h),registration_satisfaction(r580,m),registration_satisfaction(r581,h),registration_satisfaction(r582,h),registration_satisfaction(r583,h),registration_satisfaction(r584,h),registration_satisfaction(r585,h),registration_satisfaction(r586,_G140502),registration_satisfaction(r587,_G140507),registration_satisfaction(r588,_G140512),registration_satisfaction(r589,l),registration_satisfaction(r590,h),registration_satisfact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G141197),registration_satisfaction(r726,h),registration_satisfaction(r727,_G141207),registration_satisfaction(r728,_G141212),registration_satisfaction(r729,_G141217),registration_satisfaction(r730,h),registration_satisfaction(r731,h),registration_satisfaction(r732,_G141232),registration_satisfaction(r733,_G141237),registration_satisfaction(r734,h),registration_satisfaction(r735,h),registration_satisfaction(r736,_G141252),registration_satisfaction(r737,h),registration_satisfaction(r738,_G141262),registration_satisfaction(r739,h),registration_satisfaction(r740,h),registration_satisfaction(r741,h),registration_satisfaction(r742,h),registration_satisfaction(r743,_G141287),registration_satisfaction(r744,_G141292),registration_satisfaction(r745,m),registration_satisfaction(r746,h),registration_satisfaction(r747,_G141307),registration_satisfaction(r748,_G141312),registration_satisfaction(r749,_G141317),registration_satisfaction(r750,_G141322),registration_satisfaction(r751,_G141327),registration_satisfaction(r752,m),registration_satisfaction(r753,m),registration_satisfaction(r754,_G141342),registration_satisfaction(r755,l),registration_satisfaction(r756,_G141352),registration_satisfaction(r757,h),registration_satisfaction(r758,h),registration_satisfaction(r759,l),registration_satisfaction(r760,_G141372),registration_satisfaction(r761,h),registration_satisfaction(r762,_G141382),registration_satisfaction(r763,_G141387),registration_satisfaction(r764,_G141392),registration_satisfaction(r765,h),registration_satisfaction(r766,_G141402),registration_satisfaction(r767,_G141407),registration_satisfaction(r768,_G141412),registration_satisfaction(r769,_G141417),registration_satisfaction(r770,m),registration_satisfaction(r771,_G141427),registration_satisfaction(r772,_G141432),registration_satisfaction(r773,m),registration_satisfaction(r774,h),registration_satisfaction(r775,h),registration_satisfaction(r776,_G141452),registration_satisfaction(r777,_G141457),registration_satisfaction(r778,h),registration_satisfaction(r779,_G141467),registration_satisfaction(r780,h),registration_satisfaction(r781,m),registration_satisfaction(r782,m),registration_satisfaction(r783,m),registration_satisfaction(r784,l),registration_satisfaction(r785,l),registration_satisfaction(r786,h),registration_satisfaction(r787,h),registration_satisfaction(r788,_G141512),registration_satisfaction(r789,_G141517),registration_satisfaction(r790,_G141522),registration_satisfaction(r791,h),registration_satisfaction(r792,_G141532),registration_satisfaction(r793,_G141537),registration_satisfaction(r794,_G141542),registration_satisfaction(r795,_G141547),registration_satisfaction(r796,h),registration_satisfaction(r797,h),registration_satisfaction(r798,m),registration_satisfaction(r799,_G141567),registration_satisfaction(r800,m),registration_satisfaction(r801,h),registration_satisfaction(r802,h),registration_satisfaction(r803,h),registration_satisfaction(r804,_G141592),registration_satisfaction(r805,_G141597),registration_satisfaction(r806,_G141602),registration_satisfaction(r807,_G141607),registration_satisfaction(r808,_G141612),registration_satisfaction(r809,_G141617),registration_satisfaction(r810,h),registration_satisfaction(r811,_G141627),registration_satisfaction(r812,h),registration_satisfaction(r813,m),registration_satisfaction(r814,l),registration_satisfaction(r815,_G141647),registration_satisfaction(r816,_G141652),registration_satisfaction(r817,_G141657),registration_satisfaction(r818,_G141662),registration_satisfaction(r819,h),registration_satisfaction(r820,h),registration_satisfaction(r821,_G141677),registration_satisfaction(r822,m),registration_satisfaction(r823,_G141687),registration_satisfaction(r824,m),registration_satisfaction(r825,l),registration_satisfaction(r826,l),registration_satisfaction(r827,l),registration_satisfaction(r828,_G141712),registration_satisfaction(r829,_G141717),registration_satisfaction(r830,h),registration_satisfaction(r831,_G141727),registration_satisfaction(r832,m),registration_satisfaction(r833,_G141737),registration_satisfaction(r834,_G141742),registration_satisfaction(r835,_G141747),registration_satisfaction(r836,h),registration_satisfaction(r837,h),registration_satisfaction(r838,l),registration_satisfaction(r839,_G141767),registration_satisfaction(r840,m),registration_satisfaction(r841,_G141777),registration_satisfaction(r842,_G141782),registration_satisfaction(r843,h),registration_satisfaction(r844,_G141792),registration_satisfaction(r845,_G141797),registration_satisfaction(r846,_G141802),registration_satisfaction(r847,_G141807),registration_satisfaction(r848,l),registration_satisfaction(r849,_G141817),registration_satisfaction(r850,_G141822),registration_satisfaction(r851,h),registration_satisfaction(r852,h),registration_satisfaction(r853,h),registration_satisfaction(r854,m),registration_satisfaction(r855,_G141847),registration_satisfaction(r856,_G141852)]). % % change to 0.0, 0.1, 0.2 to make things simpler/harder %% missing(0.2). % miss 30% of the examples. goal(professor_ability(P,V)) :- pos:professor_ability(P,V1), missing(X), ( random > X -> V = V1 ; true). % miss 10% of the examples. goal(professor_popularity(P,V)) :- pos:professor_popularity(P,V1), missing(X), ( random > X -> V = V1 ; true). goal(registration_grade(P,V)) :- pos:registration_grade(P,V1), missing(X), ( random > X -> V = V1 ; true). goal(student_intelligence(P,V)) :- pos:student_intelligence(P,V1), missing(X), ( random > X -> V = V1 ; true). goal(course_difficulty(P,V)) :- pos:course_difficulty(P,V1), missing(X), ( random > X -> V = V1 ; true). goal(registration_satisfaction(P,V)) :- pos:registration_satisfaction(P,V1), missing(X), ( random > X -> V = V1 ; true).