wolffd@0: function [mpe, clpot, seppot] = find_max_config(engine, clpot, seppot, evidence) wolffd@0: % FIND_MAX_CONFIG Backwards pass of Viterbi fro jtree wolffd@0: % function [mpe, clpot, seppot] = find_max_config(engine, clpot, seppot, evidence) wolffd@0: % See Cowell99 p98 wolffd@0: wolffd@0: bnet = bnet_from_engine(engine); wolffd@0: nnodes = length(bnet.dag); wolffd@0: mpe = cell(1, nnodes); wolffd@0: maximize = 1; wolffd@0: wolffd@0: c = engine.root_clq; wolffd@0: pot = struct(clpot{c}); % violate object privacy wolffd@0: dom = pot.domain; wolffd@0: [indices, clpot{c}] = find_most_prob_entry(clpot{c}); wolffd@0: mpe(dom) = num2cell(indices); wolffd@0: wolffd@0: for n=engine.preorder wolffd@0: for c=engine.preorder_children{n} wolffd@0: clpot{c} = divide_by_pot(clpot{c}, seppot{n,c}); wolffd@0: seppot{n,c} = marginalize_pot(clpot{n}, engine.separator{n,c}, maximize); wolffd@0: clpot{c} = multiply_by_pot(clpot{c}, seppot{n,c}); wolffd@0: wolffd@0: pot = struct(clpot{c}); % violate object privacy wolffd@0: dom = pot.domain; wolffd@0: [indices, clpot{c}] = find_most_prob_entry(clpot{c}); wolffd@0: mpe(dom) = num2cell(indices); wolffd@0: end wolffd@0: end wolffd@0: wolffd@0: obs_nodes = find(~isemptycell(evidence)); wolffd@0: % indices for observed nodes will be 1 - need to overwrite these wolffd@0: mpe(obs_nodes) = evidence(obs_nodes); wolffd@0: wolffd@0: wolffd@0: