annotate toolboxes/FullBNT-1.0.7/bnt/CPDs/@discrete_CPD/convert_to_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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wolffd@0 1 function pot = convert_to_pot(CPD, pot_type, domain, evidence)
wolffd@0 2 % CONVERT_TO_POT Convert a discrete CPD to a potential
wolffd@0 3 % pot = convert_to_pot(CPD, pot_type, domain, evidence)
wolffd@0 4 %
wolffd@0 5 % pots = CPD evaluated using evidence(domain)
wolffd@0 6
wolffd@0 7 ncases = size(domain,2);
wolffd@0 8 assert(ncases==1); % not yet vectorized
wolffd@0 9
wolffd@0 10 sz = dom_sizes(CPD);
wolffd@0 11 ns = zeros(1, max(domain));
wolffd@0 12 ns(domain) = sz;
wolffd@0 13
wolffd@0 14 CPT1 = CPD_to_CPT(CPD);
wolffd@0 15 spar = issparse(CPT1);
wolffd@0 16 odom = domain(~isemptycell(evidence(domain)));
wolffd@0 17 if spar
wolffd@0 18 T = convert_to_sparse_table(CPD, domain, evidence);
wolffd@0 19 else
wolffd@0 20 T = convert_to_table(CPD, domain, evidence);
wolffd@0 21 end
wolffd@0 22
wolffd@0 23 switch pot_type
wolffd@0 24 case 'u',
wolffd@0 25 pot = upot(domain, sz, T, 0*myones(sz));
wolffd@0 26 case 'd',
wolffd@0 27 ns(odom) = 1;
wolffd@0 28 pot = dpot(domain, ns(domain), T);
wolffd@0 29 case {'c','g'},
wolffd@0 30 % Since we want the output to be a Gaussian, the whole family must be observed.
wolffd@0 31 % In other words, the potential is really just a constant.
wolffd@0 32 p = T;
wolffd@0 33 %p = prob_node(CPD, evidence(domain(end)), evidence(domain(1:end-1)));
wolffd@0 34 ns(domain) = 0;
wolffd@0 35 pot = cpot(domain, ns(domain), log(p));
wolffd@0 36
wolffd@0 37 case 'cg',
wolffd@0 38 T = T(:);
wolffd@0 39 ns(odom) = 1;
wolffd@0 40 can = cell(1, length(T));
wolffd@0 41 for i=1:length(T)
wolffd@0 42 if T(i) == 0
wolffd@0 43 can{i} = cpot([], [], -Inf); % bug fix by Bob Welch 20/2/04
wolffd@0 44 else
wolffd@0 45 can{i} = cpot([], [], log(T(i)));
wolffd@0 46 end;
wolffd@0 47 end
wolffd@0 48 pot = cgpot(domain, [], ns, can);
wolffd@0 49
wolffd@0 50 case 'scg'
wolffd@0 51 T = T(:);
wolffd@0 52 ns(odom) = 1;
wolffd@0 53 pot_array = cell(1, length(T));
wolffd@0 54 for i=1:length(T)
wolffd@0 55 pot_array{i} = scgcpot([], [], T(i));
wolffd@0 56 end
wolffd@0 57 pot = scgpot(domain, [], [], ns, pot_array);
wolffd@0 58
wolffd@0 59 otherwise,
wolffd@0 60 error(['unrecognized pot type ' pot_type])
wolffd@0 61 end
wolffd@0 62