annotate toolboxes/FullBNT-1.0.7/netlab3.3/dist2.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 n2 = dist2(x, c)
wolffd@0 2 %DIST2 Calculates squared distance between two sets of points.
wolffd@0 3 %
wolffd@0 4 % Description
wolffd@0 5 % D = DIST2(X, C) takes two matrices of vectors and calculates the
wolffd@0 6 % squared Euclidean distance between them. Both matrices must be of
wolffd@0 7 % the same column dimension. If X has M rows and N columns, and C has
wolffd@0 8 % L rows and N columns, then the result has M rows and L columns. The
wolffd@0 9 % I, Jth entry is the squared distance from the Ith row of X to the
wolffd@0 10 % Jth row of C.
wolffd@0 11 %
wolffd@0 12 % See also
wolffd@0 13 % GMMACTIV, KMEANS, RBFFWD
wolffd@0 14 %
wolffd@0 15
wolffd@0 16 % Copyright (c) Ian T Nabney (1996-2001)
wolffd@0 17
wolffd@0 18 [ndata, dimx] = size(x);
wolffd@0 19 [ncentres, dimc] = size(c);
wolffd@0 20 if dimx ~= dimc
wolffd@0 21 error('Data dimension does not match dimension of centres')
wolffd@0 22 end
wolffd@0 23
wolffd@0 24 n2 = (ones(ncentres, 1) * sum((x.^2)', 1))' + ...
wolffd@0 25 ones(ndata, 1) * sum((c.^2)',1) - ...
wolffd@0 26 2.*(x*(c'));
wolffd@0 27
wolffd@0 28 % Rounding errors occasionally cause negative entries in n2
wolffd@0 29 if any(any(n2<0))
wolffd@0 30 n2(n2<0) = 0;
wolffd@0 31 end