annotate toolboxes/FullBNT-1.0.7/netlab3.3/gtmmag.m @ 0:cc4b1211e677 tip

initial commit to HG from Changeset: 646 (e263d8a21543) added further path and more save "camirversion.m"
author Daniel Wolff
date Fri, 19 Aug 2016 13:07:06 +0200
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Daniel@0 1 function mags = gtmmag(net, latent_data)
Daniel@0 2 %GTMMAG Magnification factors for a GTM
Daniel@0 3 %
Daniel@0 4 % Description
Daniel@0 5 % MAGS = GTMMAG(NET, LATENTDATA) takes a GTM structure NET, and
Daniel@0 6 % computes the magnification factors for each point the latent space
Daniel@0 7 % contained in LATENTDATA.
Daniel@0 8 %
Daniel@0 9 % See also
Daniel@0 10 % GTM, GTMPOST, GTMLMEAN
Daniel@0 11 %
Daniel@0 12
Daniel@0 13 % Copyright (c) Ian T Nabney (1996-2001)
Daniel@0 14
Daniel@0 15 errstring = consist(net, 'gtm');
Daniel@0 16 if ~isempty(errstring)
Daniel@0 17 error(errstring);
Daniel@0 18 end
Daniel@0 19
Daniel@0 20 Jacs = rbfjacob(net.rbfnet, latent_data);
Daniel@0 21 nlatent = size(latent_data, 1);
Daniel@0 22 mags = zeros(nlatent, 1);
Daniel@0 23 temp = zeros(net.rbfnet.nin, net.rbfnet.nout);
Daniel@0 24 for m = 1:nlatent
Daniel@0 25 temp = squeeze(Jacs(m, :, :)); % Turn into a 2d matrix
Daniel@0 26 mags(m) = sqrt(det(temp*temp'));
Daniel@0 27 end