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