annotate toolboxes/FullBNT-1.0.7/bnt/examples/limids/id1.m @ 0:e9a9cd732c1e tip

first hg version after svn
author wolffd
date Tue, 10 Feb 2015 15:05:51 +0000
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wolffd@0 1 % influence diagram with no loops
wolffd@0 2 %
wolffd@0 3 % rv dec
wolffd@0 4 % \ /
wolffd@0 5 % utility
wolffd@0 6
wolffd@0 7 N = 3;
wolffd@0 8 dag = zeros(N);
wolffd@0 9 X = 1; D = 2; U = 3;
wolffd@0 10 dag([X D], U)=1;
wolffd@0 11
wolffd@0 12 ns = zeros(1,N);
wolffd@0 13 ns(X) = 2; ns(D) = 2; ns(U) = 1;
wolffd@0 14
wolffd@0 15 limid = mk_limid(dag, ns, 'chance', X, 'decision', D, 'utility', U);
wolffd@0 16
wolffd@0 17 % use random params
wolffd@0 18 limid.CPD{X} = tabular_CPD(limid, X);
wolffd@0 19 limid.CPD{D} = tabular_decision_node(limid, D);
wolffd@0 20 limid.CPD{U} = tabular_utility_node(limid, U);
wolffd@0 21
wolffd@0 22 %fname = '/home/cs/murphyk/matlab/Misc/loopybel.txt';
wolffd@0 23 global BNT_HOME
wolffd@0 24 fname = sprintf('%s/loopybel.txt', BNT_HOME);
wolffd@0 25
wolffd@0 26 engines = {};
wolffd@0 27 engines{end+1} = global_joint_inf_engine(limid);
wolffd@0 28 engines{end+1} = jtree_limid_inf_engine(limid);
wolffd@0 29 %engines{end+1} = belprop_inf_engine(limid, 'max_iter', 2*N, 'filename', fname);
wolffd@0 30 engines{end+1} = belprop_inf_engine(limid, 'max_iter', 2*N);
wolffd@0 31
wolffd@0 32 exact = [1 2];
wolffd@0 33 approx = 3;
wolffd@0 34
wolffd@0 35 E = length(engines);
wolffd@0 36 strategy = cell(1, E);
wolffd@0 37 MEU = zeros(1, E);
wolffd@0 38 for e=1:E
wolffd@0 39 [strategy{e}, MEU(e)] = solve_limid(engines{e});
wolffd@0 40 MEU
wolffd@0 41 end
wolffd@0 42 MEU
wolffd@0 43
wolffd@0 44 for e=exact(:)'
wolffd@0 45 assert(approxeq(strategy{exact(1)}{D}, strategy{e}{D}))
wolffd@0 46 end
wolffd@0 47
wolffd@0 48 for e=approx(:)'
wolffd@0 49 approxeq(strategy{exact(1)}{D}, strategy{e}{D})
wolffd@0 50 end