Mercurial > hg > camir-aes2014
diff toolboxes/FullBNT-1.0.7/bnt/general/mk_fgraph_given_ev.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/bnt/general/mk_fgraph_given_ev.m Tue Feb 10 15:05:51 2015 +0000 @@ -0,0 +1,48 @@ +function fg = mk_fgraph_given_ev(G, node_sizes, factors, ev_CPD, evidence, varargin) +% MK_FGRAPH_GIVEN_EV Make a factor graph where each node has its own private evidence term +% fg = mk_fgraph(G, node_sizes, factors, ev_CPD, evidence, ...) +% +% G, node_sizes and factors are as in mk_fgraph, but they refer to the hidden nodes. +% ev_CPD{i} is a CPD for the i'th hidden node; this will be converted into a factor +% for node i using evidence{i}. +% We currently assume all hidden nodes are discrete, for simplicity. +% +% The list below gives optional arguments [default value in brackets]. +% +% equiv_class - equiv_class(i)=j means factor node i gets its params from factors{j} [1:F] +% ev_equiv_class - ev_equiv_class(i)=j means evidence node i gets its params from ev_CPD{j} [1:N] + + +N = length(node_sizes); +nfactors = length(factors); + +% default values for parameters +eclass = 1:nfactors; +ev_eclass = 1:N; + +if nargin >= 6 + args = varargin; + nargs = length(args); + for i=1:2:nargs + switch args{i}, + case 'equiv_class', eclass = args{i+1}; + case 'ev_equiv_class', ev_eclass = args{i+1}; + otherwise, + error(['invalid argument name ' args{i}]); + end + end +end + +pot_type = 'd'; +for x=1:N + ev = cell(1,2); % cell 1 is the hidden parent, cell 2 is the observed child + ev(2) = evidence(x); + dom = 1:2; + F = convert_to_pot(ev_CPD{ev_eclass(x)}, pot_type, dom(:), ev); + M = pot_to_marginal(F); + %factors{end+1} = tabular_CPD('self', 1, 'ps', [], 'sz', node_sizes(x), 'CPT', M.T); + factors{end+1} = mk_isolated_tabular_CPD(node_sizes(x), {'CPT', M.T}); +end + +E = max(eclass); +fg = mk_fgraph([G eye(N)], node_sizes, factors, 'equiv_class', [eclass E+1:E+N]);