make EM work with PFL and BP.
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@@ -16,20 +16,21 @@
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% with \phi defined by abi_table(X) and whose domain and constraints
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% is obtained from professor/1.
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%
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bayes abi(K)::[h,m,l] ; abi_table ; [professor(K)].
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bayes pop(K)::[h,m,l], abi(K) ; pop_table ; [professor(K)].
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bayes grade(C,S)::[a,b,c,d], int(S), diff(C) ; grade_table ; [registration(_,C,S)].
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bayes sat(C,S,P)::[h,m,l], abi(P), grade(C,S) ; sat_table ; [reg_sat(C,S,P)].
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bayes rat(C) :: [h,m,l], avg(Sats) ; avg ; [course_rating(C, Sats)].
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bayes diff(C) :: [h,m,l] ; diff_table ; [course(C,_)].
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bayes int(S) :: [h,m,l] ; int_table ; [student(S)].
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bayes grade(C,S)::[a,b,c,d], int(S), diff(C) ; grade_table ; [registration(_,C,S)].
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bayes satisfaction(C,S)::[h,m,l], abi(P), grade(C,S) ; sat_table ; [reg_satisfaction(C,S,P)].
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bayes rat(C) :: [h,m,l], avg(Sats) ; avg ; [course_rating(C, Sats)].
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bayes rank(S) :: [a,b,c,d], avg(Grades) ; avg ; [student_ranking(S,Grades)].
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@@ -37,14 +38,14 @@ grade(Key, Grade) :-
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registration(Key, CKey, SKey),
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grade(CKey, SKey, Grade).
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reg_sat(CKey, SKey, PKey) :-
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reg_satisfaction(CKey, SKey, PKey) :-
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registration(_Key, CKey, SKey),
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course(CKey, PKey).
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course_rating(CKey, Sats) :-
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course(CKey, _),
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setof(sat(CKey,SKey,PKey),
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reg_sat(CKey, SKey, PKey),
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setof(satisfaction(CKey,SKey,PKey),
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reg_satisfaction(CKey, SKey, PKey),
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Sats).
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student_ranking(SKey, Grades) :-
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@@ -53,13 +54,31 @@ student_ranking(SKey, Grades) :-
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:- ensure_loaded(tables).
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% convert to longer names
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professor_ability(P,A) :- abi(P, A).
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professor_popularity(P,A) :- pop(P, A).
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registration_grade(R,A) :-
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registration(R,C,S),
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grade(C,S,A).
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registration_satisfaction(R,A) :-
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registration(R,C,S),
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satisfaction(C,S,A).
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student_intelligence(P,A) :- int(P, A).
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course_difficulty(P,A) :- diff(P, A).
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%
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% evidence
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%
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abi(p0, h).
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%abi(p0, h).
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pop(p1, m).
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pop(p2, h).
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%pop(p1, m).
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%pop(p2, h).
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% Query
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% ?- abi(p0, X).
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@@ -7,7 +7,7 @@ total_students(256).
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*/
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:- use_module(library(clpbn)).
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:- use_module(library(pfl)).
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:- source.
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@@ -17,7 +17,7 @@ total_students(256).
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:- yap_flag(write_strings,on).
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:- ensure_loaded(schema).
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:- ensure_loaded(parschema).
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:- ensure_loaded(school32_data).
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@@ -12,16 +12,17 @@ abi_table([0.3,0.3,0.4]).
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pop_table([0.3,0.3,0.4,0.3,0.3,0.4,0.3,0.3,0.4]).
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goal_list([abi(p0,h),
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goal_list([/*abi(p0,h),
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abi(p1,m),
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abi(p2,m),
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abi(p3,m),
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abi(p3,m),*/
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abi(p4,l),
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pop(p5,h),
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abi(p5,_),
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abi(p6,_),
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pop(p7,_)]).
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professor(p0).
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professor(p1).
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professor(p2).
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professor(p3).
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