Mercurial > hg > camir-aes2014
annotate toolboxes/FullBNT-1.0.7/bnt/examples/static/mpe1.m @ 0:e9a9cd732c1e tip
first hg version after svn
author | wolffd |
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date | Tue, 10 Feb 2015 15:05:51 +0000 |
parents | |
children |
rev | line source |
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wolffd@0 | 1 seed = 1; |
wolffd@0 | 2 rand('state', seed); |
wolffd@0 | 3 randn('state', seed); |
wolffd@0 | 4 |
wolffd@0 | 5 N = 4; |
wolffd@0 | 6 dag = zeros(N,N); |
wolffd@0 | 7 C = 1; S = 2; R = 3; W = 4; |
wolffd@0 | 8 dag(C,[R S]) = 1; |
wolffd@0 | 9 dag(R,W) = 1; |
wolffd@0 | 10 dag(S,W)=1; |
wolffd@0 | 11 |
wolffd@0 | 12 false = 1; true = 2; |
wolffd@0 | 13 ns = 2*ones(1,N); % binary nodes |
wolffd@0 | 14 |
wolffd@0 | 15 bnet = mk_bnet(dag, ns); |
wolffd@0 | 16 if 0 |
wolffd@0 | 17 bnet.CPD{C} = tabular_CPD(bnet, C, [0.5 0.5]); |
wolffd@0 | 18 bnet.CPD{R} = tabular_CPD(bnet, R, [0.8 0.2 0.2 0.8]); |
wolffd@0 | 19 bnet.CPD{S} = tabular_CPD(bnet, S, [0.5 0.9 0.5 0.1]); |
wolffd@0 | 20 bnet.CPD{W} = tabular_CPD(bnet, W, [1 0.1 0.1 0.01 0 0.9 0.9 0.99]); |
wolffd@0 | 21 else |
wolffd@0 | 22 for i=1:N, bnet.CPD{i} = tabular_CPD(bnet, i); end |
wolffd@0 | 23 end |
wolffd@0 | 24 |
wolffd@0 | 25 |
wolffd@0 | 26 |
wolffd@0 | 27 evidence = cell(1,N); |
wolffd@0 | 28 onodes = [1 3]; |
wolffd@0 | 29 data = sample_bnet(bnet); |
wolffd@0 | 30 evidence(onodes) = data(onodes); |
wolffd@0 | 31 |
wolffd@0 | 32 clear engine; |
wolffd@0 | 33 engine{1} = belprop_inf_engine(bnet); |
wolffd@0 | 34 engine{2} = jtree_inf_engine(bnet); |
wolffd@0 | 35 engine{3} = global_joint_inf_engine(bnet); |
wolffd@0 | 36 engine{4} = var_elim_inf_engine(bnet); |
wolffd@0 | 37 E = length(engine); |
wolffd@0 | 38 |
wolffd@0 | 39 clear mpe; |
wolffd@0 | 40 for e=1:E |
wolffd@0 | 41 mpe{e} = find_mpe(engine{e}, evidence); |
wolffd@0 | 42 end |
wolffd@0 | 43 for e=2:E |
wolffd@0 | 44 assert(isequal(mpe{1}, mpe{e})) |
wolffd@0 | 45 end |