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date | Tue, 10 Feb 2015 15:05:51 +0000 |
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<html> <head> <title> Netlab Reference Manual ppca </title> </head> <body> <H1> ppca </H1> <h2> Purpose </h2> Probabilistic Principal Components Analysis <p><h2> Synopsis </h2> <PRE> [var, U, lambda] = pca(x, ppca_dim) </PRE> <p><h2> Description </h2> <CODE>[var, U, lambda] = ppca(x, ppca_dim)</CODE> computes the principal component subspace <CODE>U</CODE> of dimension <CODE>ppca_dim</CODE> using a centred covariance matrix <CODE>x</CODE>. The variable <CODE>var</CODE> contains the off-subspace variance (which is assumed to be spherical), while the vector <CODE>lambda</CODE> contains the variances of each of the principal components. This is computed using the eigenvalue and eigenvector decomposition of <CODE>x</CODE>. <p><h2> See Also </h2> <CODE><a href="eigdec.htm">eigdec</a></CODE>, <CODE><a href="pca.htm">pca</a></CODE><hr> <b>Pages:</b> <a href="index.htm">Index</a> <hr> <p>Copyright (c) Ian T Nabney (1996-9) </body> </html>