wolffd@0: seed = 1; wolffd@0: rand('state', seed); wolffd@0: randn('state', seed); wolffd@0: wolffd@0: N = 4; wolffd@0: dag = zeros(N,N); wolffd@0: C = 1; S = 2; R = 3; W = 4; wolffd@0: dag(C,[R S]) = 1; wolffd@0: dag(R,W) = 1; wolffd@0: dag(S,W)=1; wolffd@0: wolffd@0: false = 1; true = 2; wolffd@0: ns = 2*ones(1,N); % binary nodes wolffd@0: wolffd@0: bnet = mk_bnet(dag, ns); wolffd@0: if 0 wolffd@0: bnet.CPD{C} = tabular_CPD(bnet, C, [0.5 0.5]); wolffd@0: bnet.CPD{R} = tabular_CPD(bnet, R, [0.8 0.2 0.2 0.8]); wolffd@0: bnet.CPD{S} = tabular_CPD(bnet, S, [0.5 0.9 0.5 0.1]); wolffd@0: bnet.CPD{W} = tabular_CPD(bnet, W, [1 0.1 0.1 0.01 0 0.9 0.9 0.99]); wolffd@0: else wolffd@0: for i=1:N, bnet.CPD{i} = tabular_CPD(bnet, i); end wolffd@0: end wolffd@0: wolffd@0: wolffd@0: wolffd@0: evidence = cell(1,N); wolffd@0: onodes = [1 3]; wolffd@0: data = sample_bnet(bnet); wolffd@0: evidence(onodes) = data(onodes); wolffd@0: wolffd@0: clear engine; wolffd@0: engine{1} = belprop_inf_engine(bnet); wolffd@0: engine{2} = jtree_inf_engine(bnet); wolffd@0: engine{3} = global_joint_inf_engine(bnet); wolffd@0: engine{4} = var_elim_inf_engine(bnet); wolffd@0: E = length(engine); wolffd@0: wolffd@0: clear mpe; wolffd@0: for e=1:E wolffd@0: mpe{e} = find_mpe(engine{e}, evidence); wolffd@0: end wolffd@0: for e=2:E wolffd@0: assert(isequal(mpe{1}, mpe{e})) wolffd@0: end