Mercurial > hg > camir-aes2014
diff toolboxes/FullBNT-1.0.7/graph/graph_to_jtree.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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/toolboxes/FullBNT-1.0.7/graph/graph_to_jtree.m Tue Feb 10 15:05:51 2015 +0000 @@ -0,0 +1,59 @@ +function [jtree, root, cliques, B, w, elim_order] = graph_to_jtree(MG, ns, partial_order, stages, clusters) +% GRAPH_TO_JTREE Triangulate a graph and make a junction tree from its cliques. +% [jtree, root, cliques, B, w, elim_order] = ... +% graph_to_jtree(graph, node_sizes, partial_order, stages, clusters) +% +% INPUT: +% graph(i,j) = 1 iff there is an edge between i,j +% node_weights(i) = num discrete values node i can take on [1 if observed] +% partial_order = {} if no constraints on elimination ordering +% stages{i} = nodes that must be eliminated at i'th stage (if porder is empty) +% clusters{i} = list of nodes that must get connected together in the moral graph +% +% OUTPUT: +% jtree(i,j) = 1 iff there is an arc between clique i and clique j +% root = the root clique +% cliques{i} = the nodes in clique i +% B(i,j) = 1 iff node j occurs in clique i +% w(i) = weight of clique i + +N = length(MG); + +if nargin >= 5 + % Add extra arcs between nodes in each cluster to ensure they occur in the same clique + for i=1:length(clusters) + c = clusters{i}; + MG(c,c) = 1; + end +end +MG = setdiag(MG, 0); + +% Find an optimal elimination ordering (NP-hard problem!) +if nargin < 4 + stages = {1:N}; +end +if nargin < 3 + partial_order = {}; +end +if isempty(partial_order) + strong = 0; + elim_order = best_first_elim_order(MG, ns, stages); +else + strong = 1; + elim_order = strong_elim_order(MG, ns, partial_order); +end + +[MTG, cliques, fill_in_edges] = triangulate(MG, elim_order); + +% Connect the cliques up into a jtree, +[jtree, root, B, w] = cliques_to_jtree(cliques, ns); + +if 0 + disp('testing dag to jtree'); + % Find the cliques containing each node, and check they form a connected subtree + clqs_con_node = cell(1,N); + for i=1:N + clqs_con_node{i} = find(B(:,i))'; + end + check_jtree_property(clqs_con_node, jtree); +end