annotate toolboxes/FullBNT-1.0.7/bnt/inference/static/@jtree_inf_engine/find_max_config.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 function [mpe, clpot, seppot] = find_max_config(engine, clpot, seppot, evidence)
wolffd@0 2 % FIND_MAX_CONFIG Backwards pass of Viterbi fro jtree
wolffd@0 3 % function [mpe, clpot, seppot] = find_max_config(engine, clpot, seppot, evidence)
wolffd@0 4 % See Cowell99 p98
wolffd@0 5
wolffd@0 6 bnet = bnet_from_engine(engine);
wolffd@0 7 nnodes = length(bnet.dag);
wolffd@0 8 mpe = cell(1, nnodes);
wolffd@0 9 maximize = 1;
wolffd@0 10
wolffd@0 11 c = engine.root_clq;
wolffd@0 12 pot = struct(clpot{c}); % violate object privacy
wolffd@0 13 dom = pot.domain;
wolffd@0 14 [indices, clpot{c}] = find_most_prob_entry(clpot{c});
wolffd@0 15 mpe(dom) = num2cell(indices);
wolffd@0 16
wolffd@0 17 for n=engine.preorder
wolffd@0 18 for c=engine.preorder_children{n}
wolffd@0 19 clpot{c} = divide_by_pot(clpot{c}, seppot{n,c});
wolffd@0 20 seppot{n,c} = marginalize_pot(clpot{n}, engine.separator{n,c}, maximize);
wolffd@0 21 clpot{c} = multiply_by_pot(clpot{c}, seppot{n,c});
wolffd@0 22
wolffd@0 23 pot = struct(clpot{c}); % violate object privacy
wolffd@0 24 dom = pot.domain;
wolffd@0 25 [indices, clpot{c}] = find_most_prob_entry(clpot{c});
wolffd@0 26 mpe(dom) = num2cell(indices);
wolffd@0 27 end
wolffd@0 28 end
wolffd@0 29
wolffd@0 30 obs_nodes = find(~isemptycell(evidence));
wolffd@0 31 % indices for observed nodes will be 1 - need to overwrite these
wolffd@0 32 mpe(obs_nodes) = evidence(obs_nodes);
wolffd@0 33
wolffd@0 34
wolffd@0 35