Mercurial > hg > camir-ismir2012
annotate toolboxes/FullBNT-1.0.7/KPMtools/logsumexp.m @ 0:cc4b1211e677 tip
initial commit to HG from
Changeset:
646 (e263d8a21543) added further path and more save "camirversion.m"
author | Daniel Wolff |
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date | Fri, 19 Aug 2016 13:07:06 +0200 |
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rev | line source |
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Daniel@0 | 1 function s = logsumexp(a, dim) |
Daniel@0 | 2 % Returns log(sum(exp(a),dim)) while avoiding numerical underflow. |
Daniel@0 | 3 % Default is dim = 1 (rows) or dim=2 for a row vector |
Daniel@0 | 4 % logsumexp(a, 2) will sum across columns instead of rows |
Daniel@0 | 5 |
Daniel@0 | 6 % Written by Tom Minka, modified by Kevin Murphy |
Daniel@0 | 7 |
Daniel@0 | 8 if nargin < 2 |
Daniel@0 | 9 dim = 1; |
Daniel@0 | 10 if ndims(a) <= 2 & size(a,1)==1 |
Daniel@0 | 11 dim = 2; |
Daniel@0 | 12 end |
Daniel@0 | 13 end |
Daniel@0 | 14 |
Daniel@0 | 15 % subtract the largest in each column |
Daniel@0 | 16 [y, i] = max(a,[],dim); |
Daniel@0 | 17 dims = ones(1,ndims(a)); |
Daniel@0 | 18 dims(dim) = size(a,dim); |
Daniel@0 | 19 a = a - repmat(y, dims); |
Daniel@0 | 20 s = y + log(sum(exp(a),dim)); |
Daniel@0 | 21 %i = find(~finite(y)); |
Daniel@0 | 22 %if ~isempty(i) |
Daniel@0 | 23 % s(i) = y(i); |
Daniel@0 | 24 %end |