Mercurial > hg > camir-aes2014
diff toolboxes/FullBNT-1.0.7/nethelp3.3/gtm.htm @ 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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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/toolboxes/FullBNT-1.0.7/nethelp3.3/gtm.htm Tue Feb 10 15:05:51 2015 +0000 @@ -0,0 +1,66 @@ +<html> +<head> +<title> +Netlab Reference Manual gtm +</title> +</head> +<body> +<H1> gtm +</H1> +<h2> +Purpose +</h2> +Create a Generative Topographic Map. + +<p><h2> +Synopsis +</h2> +<PRE> +net = gtm(dimlatent, nlatent, dimdata, ncentres, rbfunc) +net = gtm(dimlatent, nlatent, dimdata, ncentres, rbfunc, prior) +</PRE> + + +<p><h2> +Description +</h2> + +<p><CODE>net = gtm(dimlatent, nlatent, dimdata, ncentres, rbfunc)</CODE>, +takes the dimension of the latent space <CODE>dimlatent</CODE>, the +number of data points sampled in the latent space <CODE>nlatent</CODE>, the +dimension of the data space <CODE>dimdata</CODE>, the number of centres in the +RBF model <CODE>ncentres</CODE>, the activation function for the RBF +<CODE>rbfunc</CODE> +and returns a data structure <CODE>net</CODE>. The parameters in the +RBF and GMM sub-models are set by calls to the corresponding creation routines +<CODE>rbf</CODE> and <CODE>gmm</CODE>. + +<p>The fields in <CODE>net</CODE> are +<PRE> + type = 'gtm' + nin = dimension of data space + dimlatent = dimension of latent space + rbfnet = RBF network data structure + gmmnet = GMM data structure + X = sample of latent points +</PRE> + + +<p><CODE>net = gtm(dimlatent, nlatent, dimdata, ncentres, rbfunc, prior)</CODE>, + sets a Gaussian zero mean prior on the +parameters of the RBF model. <CODE>prior</CODE> must be a scalar and represents +the inverse variance of the prior distribution. This gives rise to +a weight decay term in the error function. + +<p><h2> +See Also +</h2> +<CODE><a href="gtmfwd.htm">gtmfwd</a></CODE>, <CODE><a href="gtmpost.htm">gtmpost</a></CODE>, <CODE><a href="rbf.htm">rbf</a></CODE>, <CODE><a href="gmm.htm">gmm</a></CODE><hr> +<b>Pages:</b> +<a href="index.htm">Index</a> +<hr> +<p>Copyright (c) Ian T Nabney (1996-9) + + +</body> +</html> \ No newline at end of file