comparison toolboxes/FullBNT-1.0.7/bnt/potentials/@cpot/marginalize_pot.m @ 0:e9a9cd732c1e tip

first hg version after svn
author wolffd
date Tue, 10 Feb 2015 15:05:51 +0000
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-1:000000000000 0:e9a9cd732c1e
1 function smallpot = marginalize_pot(bigpot, keep, maximize, useC)
2 % MARGINALIZE_POT Marginalize a cpot onto a smaller domain.
3 % smallpot = marginalize_pot(bigpot, keep, maximize, useC)
4 %
5 % The maximize argument is ignored - maxing out a Gaussian is the same as summing it out,
6 % since the mode and mean are equal.
7 % The useC argument is ignored.
8
9 node_sizes = sparse(1, max(bigpot.domain));
10 node_sizes(bigpot.domain) = bigpot.sizes;
11 sum_over = mysetdiff(bigpot.domain, keep);
12
13 if sum(node_sizes(sum_over))==0 % isempty(sum_over)
14 %smallpot = bigpot;
15 smallpot = cpot(keep, node_sizes(keep), bigpot.g, bigpot.h, bigpot.K);
16 else
17 [h1, h2, K11, K12, K21, K22] = partition_matrix_vec(bigpot.h, bigpot.K, sum_over, keep, node_sizes);
18 n = length(h1);
19 K11inv = inv(K11);
20 g = bigpot.g + 0.5*(n*log(2*pi) - log(det(K11)) + h1'*K11inv*h1);
21 if length(h2) > 0 % ~isempty(keep) % we are are actually keeping something
22 A = K21*K11inv;
23 h = h2 - A*h1;
24 K = K22 - A*K12;
25 else
26 h = [];
27 K = [];
28 end
29 smallpot = cpot(keep, node_sizes(keep), g, h, K);
30 end
31