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| author | Daniel Wolff |
|---|---|
| date | Fri, 19 Aug 2016 13:07:06 +0200 |
| parents | |
| children |
| rev | line source |
|---|---|
| Daniel@0 | 1 <html> |
| Daniel@0 | 2 <head> |
| Daniel@0 | 3 <title> |
| Daniel@0 | 4 Netlab Reference Manual gperr |
| Daniel@0 | 5 </title> |
| Daniel@0 | 6 </head> |
| Daniel@0 | 7 <body> |
| Daniel@0 | 8 <H1> gperr |
| Daniel@0 | 9 </H1> |
| Daniel@0 | 10 <h2> |
| Daniel@0 | 11 Purpose |
| Daniel@0 | 12 </h2> |
| Daniel@0 | 13 Evaluate error function for Gaussian Process. |
| Daniel@0 | 14 |
| Daniel@0 | 15 <p><h2> |
| Daniel@0 | 16 Synopsis |
| Daniel@0 | 17 </h2> |
| Daniel@0 | 18 <PRE> |
| Daniel@0 | 19 edata = gperr(net, x, t) |
| Daniel@0 | 20 [e, edata, eprior] = gperr(net, x, t) |
| Daniel@0 | 21 </PRE> |
| Daniel@0 | 22 |
| Daniel@0 | 23 |
| Daniel@0 | 24 <p><h2> |
| Daniel@0 | 25 Description |
| Daniel@0 | 26 </h2> |
| Daniel@0 | 27 <CODE>e = gperr(net, x, t)</CODE> takes a Gaussian Process data structure <CODE>net</CODE> together |
| Daniel@0 | 28 with a matrix <CODE>x</CODE> of input vectors and a matrix <CODE>t</CODE> of target |
| Daniel@0 | 29 vectors, and evaluates the error function <CODE>e</CODE>. Each row |
| Daniel@0 | 30 of <CODE>x</CODE> corresponds to one input vector and each row of <CODE>t</CODE> |
| Daniel@0 | 31 corresponds to one target vector. |
| Daniel@0 | 32 |
| Daniel@0 | 33 <p><CODE>[e, edata, eprior] = gperr(net, x, t)</CODE> additionally returns the |
| Daniel@0 | 34 data and hyperprior components of the error, assuming a Gaussian |
| Daniel@0 | 35 prior on the weights with mean and variance parameters <CODE>prmean</CODE> and |
| Daniel@0 | 36 <CODE>prvariance</CODE> taken from the network data structure <CODE>net</CODE>. |
| Daniel@0 | 37 |
| Daniel@0 | 38 <p><h2> |
| Daniel@0 | 39 See Also |
| Daniel@0 | 40 </h2> |
| Daniel@0 | 41 <CODE><a href="gp.htm">gp</a></CODE>, <CODE><a href="gpcovar.htm">gpcovar</a></CODE>, <CODE><a href="gpfwd.htm">gpfwd</a></CODE>, <CODE><a href="gpgrad.htm">gpgrad</a></CODE><hr> |
| Daniel@0 | 42 <b>Pages:</b> |
| Daniel@0 | 43 <a href="index.htm">Index</a> |
| Daniel@0 | 44 <hr> |
| Daniel@0 | 45 <p>Copyright (c) Ian T Nabney (1996-9) |
| Daniel@0 | 46 |
| Daniel@0 | 47 |
| Daniel@0 | 48 </body> |
| Daniel@0 | 49 </html> |