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date | Tue, 10 Feb 2015 15:05:51 +0000 |
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1 <html> | |
2 <head> | |
3 <title> | |
4 Netlab Reference Manual hbayes | |
5 </title> | |
6 </head> | |
7 <body> | |
8 <H1> hbayes | |
9 </H1> | |
10 <h2> | |
11 Purpose | |
12 </h2> | |
13 Evaluate Hessian of Bayesian error function for network. | |
14 | |
15 <p><h2> | |
16 Synopsis | |
17 </h2> | |
18 <PRE> | |
19 h = hbayes(net, hdata) | |
20 [h, hdata] = hbayes(net, hdata) | |
21 </PRE> | |
22 | |
23 | |
24 <p><h2> | |
25 Description | |
26 </h2> | |
27 <CODE>h = hbayes(net, hdata)</CODE> takes a network data structure <CODE>net</CODE> together | |
28 the data contribution to the Hessian | |
29 for a set of inputs and targets. | |
30 It returns the regularised Hessian using any zero mean Gaussian priors | |
31 on the weights defined in | |
32 <CODE>net</CODE>. In addition, if a <CODE>mask</CODE> is defined in <CODE>net</CODE>, then | |
33 the entries in <CODE>h</CODE> that correspond to weights with a 0 in the | |
34 mask are removed. | |
35 | |
36 <p><CODE>[h, hdata] = hbayes(net, hdata)</CODE> additionally returns the | |
37 data component of the Hessian. | |
38 | |
39 <p><h2> | |
40 See Also | |
41 </h2> | |
42 <CODE><a href="gbayes.htm">gbayes</a></CODE>, <CODE><a href="glmhess.htm">glmhess</a></CODE>, <CODE><a href="mlphess.htm">mlphess</a></CODE>, <CODE><a href="rbfhess.htm">rbfhess</a></CODE><hr> | |
43 <b>Pages:</b> | |
44 <a href="index.htm">Index</a> | |
45 <hr> | |
46 <p>Copyright (c) Ian T Nabney (1996-9) | |
47 | |
48 | |
49 </body> | |
50 </html> |