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first hg version after svn
author wolffd
date Tue, 10 Feb 2015 15:05:51 +0000
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wolffd@0 1 <html>
wolffd@0 2 <head>
wolffd@0 3 <title>
wolffd@0 4 Netlab Reference Manual som
wolffd@0 5 </title>
wolffd@0 6 </head>
wolffd@0 7 <body>
wolffd@0 8 <H1> som
wolffd@0 9 </H1>
wolffd@0 10 <h2>
wolffd@0 11 Purpose
wolffd@0 12 </h2>
wolffd@0 13 Creates a Self-Organising Map.
wolffd@0 14
wolffd@0 15 <p><h2>
wolffd@0 16 Synopsis
wolffd@0 17 </h2>
wolffd@0 18 <PRE>
wolffd@0 19
wolffd@0 20 net = som(nin, map_size)
wolffd@0 21 </PRE>
wolffd@0 22
wolffd@0 23
wolffd@0 24 <p><h2>
wolffd@0 25 Description
wolffd@0 26 </h2>
wolffd@0 27 <CODE>net = som(nin, map_size)</CODE> creates a SOM <CODE>net</CODE>
wolffd@0 28 with input dimension (i.e. data dimension) <CODE>nin</CODE> and map dimensions
wolffd@0 29 <CODE>map_size</CODE>. Only two-dimensional maps are currently implemented.
wolffd@0 30
wolffd@0 31 <p>The fields in <CODE>net</CODE> are
wolffd@0 32 <PRE>
wolffd@0 33
wolffd@0 34 type = 'som'
wolffd@0 35 nin = number of inputs
wolffd@0 36 map_dim = dimension of map (constrained to be 2)
wolffd@0 37 map_size = grid size: number of nodes in each dimension
wolffd@0 38 num_nodes = number of nodes: the product of values in map_size
wolffd@0 39 map = map_dim+1 dimensional array containing nodes
wolffd@0 40 inode_dist = map of inter-node distances using Manhatten metric
wolffd@0 41 </PRE>
wolffd@0 42
wolffd@0 43
wolffd@0 44 <p>The map contains the node vectors arranged column-wise in the first
wolffd@0 45 dimension of the array.
wolffd@0 46
wolffd@0 47 <p><h2>
wolffd@0 48 See Also
wolffd@0 49 </h2>
wolffd@0 50 <CODE><a href="kmeans.htm">kmeans</a></CODE>, <CODE><a href="somfwd.htm">somfwd</a></CODE>, <CODE><a href="somtrain.htm">somtrain</a></CODE><hr>
wolffd@0 51 <b>Pages:</b>
wolffd@0 52 <a href="index.htm">Index</a>
wolffd@0 53 <hr>
wolffd@0 54 <p>Copyright (c) Ian T Nabney (1996-9)
wolffd@0 55
wolffd@0 56
wolffd@0 57 </body>
wolffd@0 58 </html>