Mercurial > hg > camir-aes2014
view toolboxes/FullBNT-1.0.7/bnt/general/mk_named_CPT.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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function CPT2 = mk_named_CPT(family_names, names, dag, CPT1) % MK_NAMED_CPT Permute the dimensions of a CPT so they agree with the internal numbering convention % CPT2 = mk_named_CPT(family_names, names, dag, CPT1) % % This is best explained by example. % Consider the following directed acyclic graph % % C % / \ % R S % \ / % W % % where all arcs point down. % When we create the CPT for node W, we consider S as its first parent, and R as its % second, and hence write % % S R W % CPT1(1,1,:) = [1.0 0.0]; % CPT1(2,1,:) = [0.2 0.8]; % P(W=1 | R=1, S=2) = 0.2 % CPT1(1,2,:) = [0.1 0.9]; % CPT1(2,2,:) = [0.01 0.99]; % % However, when we create the dag using mk_adj_mat, the nodes get topologically sorted, % and by chance, node R preceeds node S in this ordering. % Hence we should have written % % R S W % CPT2(1,1,:) = [1.0 0.0]; % CPT2(2,1,:) = [0.1 0.9]; % CPT2(1,2,:) = [0.2 0.8]; % P(W=1 | R=1, S=2) = 0.2 % CPT2(2,2,:) = [0.01 0.99]; % % Since we do not know the order of the nodes in advance, we can write % CPT2 = mk_named_CPT({'S', 'R', 'W'}, names, dag, CPT1) % where 'S', 'R', 'W' are the order of the dimensions we assumed (the child node must be last in this list), % and names{i} is the name of the i'th node. n = length(family_names); family_nums = zeros(1,n); for i=1:n family_nums(i) = stringmatch(family_names{i}, names); % was strmatch end fam = family(dag, family_nums(end)); perm = zeros(1,n); for i=1:n % perm(i) = find(family_nums(i) == fam); perm(i) = find(fam(i) == family_nums); end CPT2 = permute(CPT1, perm);