Mercurial > hg > camir-aes2014
annotate toolboxes/FullBNT-1.0.7/bnt/examples/static/Belprop/belprop_loop1_gauss.m @ 0:e9a9cd732c1e tip
first hg version after svn
author | wolffd |
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date | Tue, 10 Feb 2015 15:05:51 +0000 |
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children |
rev | line source |
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wolffd@0 | 1 % Compare different loopy belief propagation algorithms on a graph with a single loop. |
wolffd@0 | 2 % LBP should give exact results if it converges. |
wolffd@0 | 3 |
wolffd@0 | 4 N = 4; |
wolffd@0 | 5 dag = zeros(N,N); |
wolffd@0 | 6 C = 1; S = 2; R = 3; W = 4; |
wolffd@0 | 7 dag(C,[R S]) = 1; |
wolffd@0 | 8 dag(R,W) = 1; |
wolffd@0 | 9 dag(S,W)=1; |
wolffd@0 | 10 ns = 2*ones(1,N); |
wolffd@0 | 11 bnet = mk_bnet(dag, ns, 'discrete', []); |
wolffd@0 | 12 for i=1:N |
wolffd@0 | 13 bnet.CPD{i} = gaussian_CPD(bnet, i); |
wolffd@0 | 14 end |
wolffd@0 | 15 |
wolffd@0 | 16 engines = {}; |
wolffd@0 | 17 engines{end+1} = jtree_inf_engine(bnet); |
wolffd@0 | 18 engines{end+1} = pearl_inf_engine(bnet, 'protocol', 'parallel', 'max_iter', 20); |
wolffd@0 | 19 %engines{end+1} = pearl_inf_engine(bnet, 'protocol', 'parallel', 'max_iter', 20, 'filename', ... |
wolffd@0 | 20 % '/home/eecs/murphyk/matlab/gausspearl.txt', 'tol', 1e-5); |
wolffd@0 | 21 |
wolffd@0 | 22 % pearl gaussian does not compute loglik |
wolffd@0 | 23 [time, engines] = cmp_inference_static(bnet, engines, 'maximize', 0, 'exact', 1, 'observed', [2], ... |
wolffd@0 | 24 'check_ll', 0, 'singletons_only', 0, 'check_converged', [2]); |
wolffd@0 | 25 |