Mercurial > hg > camir-aes2014
diff toolboxes/FullBNT-1.0.7/bnt/general/add_evidence_to_gmarginal.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/add_evidence_to_gmarginal.m Tue Feb 10 15:05:51 2015 +0000 @@ -0,0 +1,78 @@ +function fullm = add_evidence_to_gmarginal(fmarginal, evidence, ns, cnodes) +% ADD_EVIDENCE_TO_GMARGINAL 'pump up' observed nodes back to their original size. +% function fullm = add_evidence_to_gmarginal(fmarginal, evidence, ns, cnodes) +% +% We introduce 0s into the array in positions which are incompatible with the evidence. +% for both discrete and continuous nodes. +% +% See also add_ev_to_dmarginal + +dom = fmarginal.domain; +fullm.domain = fmarginal.domain; + +% Find out which values of the discrete parents (if any) are compatible with +% the discrete evidence (if any). +dnodes = mysetdiff(1:length(ns), cnodes); +ddom = myintersect(dom, dnodes); +cdom = myintersect(dom, cnodes); +odom = dom(~isemptycell(evidence(dom))); +hdom = dom(isemptycell(evidence(dom))); + +% Find the entries in the big table that are compatible with the discrete evidence. +% (We will put the probabilities from the small inferred table into these positions.) +% We could use add_ev_to_dmarginal to do this. +dobs = myintersect(ddom, odom); +dvals = cat(1, evidence{dobs}); +ens = ns; % effective node sizes +ens(dobs) = 1; +S = prod(ens(ddom)); +subs = ind2subv(ens(ddom), 1:S); +mask = find_equiv_posns(dobs, ddom); +%subs(mask) = dvals; % bug fix by P. Brutti +for i=1:length(mask), + subs(:,mask(i)) = dvals(i); +end +supportedQs = subv2ind(ns(ddom), subs); + +if isempty(ddom) + Qarity = 1; +else + Qarity = prod(ns(ddom)); +end +fullm.T = zeros(Qarity, 1); +fullm.T(supportedQs) = fmarginal.T(:); +fullm.T = myreshape(fullm.T, ns(ddom)); + + +if isempty(cdom) + fullm.mu = []; + fullm.sigma = []; + return; +end + +% Now put the hidden cts parts into their right blocks, +% leaving the observed cts parts as 0. +cobs = myintersect(cdom, odom); +chid = myintersect(cdom, hdom); +cvals = cat(1, evidence{cobs}); +n = sum(ns(cdom)); +fullm.mu = zeros(n,Qarity); +fullm.Sigma = zeros(n,n,Qarity); + +if ~isempty(chid) + chid_blocks = block(find_equiv_posns(chid, cdom), ns(cdom)); +end +if ~isempty(cobs) + cobs_blocks = block(find_equiv_posns(cobs, cdom), ns(cdom)); +end + +for i=1:length(supportedQs) + Q = supportedQs(i); + if ~isempty(chid) + fullm.mu(chid_blocks, Q) = fmarginal.mu(:, i); + fullm.Sigma(chid_blocks, chid_blocks, Q) = fmarginal.Sigma(:,:,i); + end + if ~isempty(cobs) + fullm.mu(cobs_blocks, Q) = cvals(:); + end +end