/* Model from the paper "First-order probabilistic inference" */ :- use_module(library(pfl)). %:- set_solver(ve). %:- set_solver(hve). %:- set_solver(jt). %:- set_solver(bdd). %:- set_solver(bp). %:- set_solver(cbp). %:- set_solver(gibbs). %:- set_solver(lve). %:- set_solver(lkc). %:- set_solver(lbp). :- multifile person/2. :- multifile ev/1. person(joe,nyc). person(p2, nyc). person(p3, nyc). person(p4, nyc). person(p5, nyc). ev(descn(p2, fits)). ev(descn(p3, fits)). ev(descn(p4, fits)). ev(descn(p5, fits)). bayes city_conservativeness(C)::[high,low] ; cons_table ; [person(_,C)]. bayes gender(P)::[male,female] ; gender_table ; [person(P,_)]. bayes hair_color(P)::[dark,bright], city_conservativeness(C) ; hair_color_table ; [person(P,C)]. bayes car_color(P)::[dark,bright], hair_color(P) ; car_color_table ; [person(P,_)]. bayes height(P)::[tall,short], gender(P) ; height_table ; [person(P,_)]. bayes shoe_size(P)::[big,small], height(P) ; shoe_size_table ; [person(P,_)]. bayes guilty(P)::[y,n] ; guilty_table ; [person(P,_)]. bayes descn(P)::[fits,dont_fit], car_color(P), hair_color(P), height(P), guilty(P) ; descn_table ; [person(P,_)]. bayes witness(C), descn(Joe), descn(P2) ; witness_table ; [person(_,C), Joe=joe, P2=p2]. cons_table( /* y */ [ 0.8, /* n */ 0.2 ]). gender_table( /* male */ [ 0.55, /* female */ 0.45 ]). hair_color_table( /* high low */ /* dark */ [ 0.05, 0.1, /* bright */ 0.95, 0.9 ]). car_color_table( /* dark bright */ /* dark */ [ 0.9, 0.2, /* bright */ 0.1, 0.8 ]). height_table( /* male female */ /* tall */ [ 0.6, 0.4, /* short */ 0.4, 0.6 ]). shoe_size_table( /* tall short */ /* big */ [ 0.9, 0.1, /* small */ 0.1, 0.9 ]). guilty_table( /* yes */ [ 0.23, /* no */ 0.77 ]). descn_table( /* car_color(P), hair_color(P), height(P), guilty(P) */ /* fits */ [ 0.99, 0.5, 0.23, 0.88, 0.41, 0.3, 0.76, 0.87, /* fits */ 0.44, 0.43, 0.29, 0.72, 0.23, 0.91, 0.95, 0.92, /* dont_fit */ 0.01, 0.5, 0.77, 0.12, 0.59, 0.7, 0.24, 0.13, /* dont_fit */ 0.56, 0.57, 0.71, 0.28, 0.77, 0.09, 0.05, 0.08 ]). witness_table( /* descn(Joe), descn(P2) */ /* t */ [ 0.2, 0.45, 0.24, 0.34, /* f */ 0.8, 0.55, 0.76, 0.66 ]). runall(G, Wrapper) :- findall(G, Wrapper, L), execute_all(L). execute_all([]). execute_all(G.L) :- call(G), execute_all(L). is_joe_guilty(Guilty) :- witness(nyc, t), runall(X, ev(X)), guilty(joe, Guilty). % ?- is_joe_guilty(Guilty).