annotate toolboxes/FullBNT-1.0.7/bnt/inference/static/@pearl_inf_engine/private/compute_bel.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 bel = compute_bel(msg_type, pi, lambda)
wolffd@0 2
wolffd@0 3 switch msg_type,
wolffd@0 4 case 'd', bel = normalise(pi .* lambda);
wolffd@0 5 case 'g',
wolffd@0 6 if isinf(lambda.precision) % ignore pi because lambda is completely certain (observed)
wolffd@0 7 bel.mu = lambda.mu;
wolffd@0 8 bel.Sigma = zeros(length(bel.mu)); % infinite precision => 0 variance
wolffd@0 9 elseif all(pi.Sigma==0) % ignore lambda because pi is completely certain (delta fn prior)
wolffd@0 10 bel.Sigma = pi.Sigma;
wolffd@0 11 bel.mu = pi.mu;
wolffd@0 12 elseif all(isinf(pi.Sigma)) % ignore pi because pi is completely uncertain
wolffd@0 13 bel.Sigma = inv(lambda.precision);
wolffd@0 14 bel.mu = bel.Sigma * lambda.info_state;
wolffd@0 15 elseif all(lambda.precision == 0) % ignore lambda because lambda is completely uncertain
wolffd@0 16 bel.Sigma = pi.Sigma;
wolffd@0 17 bel.mu = pi.mu;
wolffd@0 18 else % combine both pi and lambda
wolffd@0 19 pi_precision = inv(pi.Sigma);
wolffd@0 20 bel.Sigma = inv(pi_precision + lambda.precision);
wolffd@0 21 bel.mu = bel.Sigma*(pi_precision * pi.mu + lambda.info_state);
wolffd@0 22 end
wolffd@0 23 otherwise, error(['unrecognized msg type ' msg_type])
wolffd@0 24 end