Mercurial > hg > camir-aes2014
comparison toolboxes/FullBNT-1.0.7/netlab3.3/dist2.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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-1:000000000000 | 0:e9a9cd732c1e |
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1 function n2 = dist2(x, c) | |
2 %DIST2 Calculates squared distance between two sets of points. | |
3 % | |
4 % Description | |
5 % D = DIST2(X, C) takes two matrices of vectors and calculates the | |
6 % squared Euclidean distance between them. Both matrices must be of | |
7 % the same column dimension. If X has M rows and N columns, and C has | |
8 % L rows and N columns, then the result has M rows and L columns. The | |
9 % I, Jth entry is the squared distance from the Ith row of X to the | |
10 % Jth row of C. | |
11 % | |
12 % See also | |
13 % GMMACTIV, KMEANS, RBFFWD | |
14 % | |
15 | |
16 % Copyright (c) Ian T Nabney (1996-2001) | |
17 | |
18 [ndata, dimx] = size(x); | |
19 [ncentres, dimc] = size(c); | |
20 if dimx ~= dimc | |
21 error('Data dimension does not match dimension of centres') | |
22 end | |
23 | |
24 n2 = (ones(ncentres, 1) * sum((x.^2)', 1))' + ... | |
25 ones(ndata, 1) * sum((c.^2)',1) - ... | |
26 2.*(x*(c')); | |
27 | |
28 % Rounding errors occasionally cause negative entries in n2 | |
29 if any(any(n2<0)) | |
30 n2(n2<0) = 0; | |
31 end |