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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 mlphdotv | |
5 </title> | |
6 </head> | |
7 <body> | |
8 <H1> mlphdotv | |
9 </H1> | |
10 <h2> | |
11 Purpose | |
12 </h2> | |
13 Evaluate the product of the data Hessian with a vector. | |
14 | |
15 <p><h2> | |
16 Synopsis | |
17 </h2> | |
18 <PRE> | |
19 hdv = mlphdotv(net, x, t, v)</PRE> | |
20 | |
21 | |
22 <p><h2> | |
23 Description | |
24 </h2> | |
25 | |
26 <p><CODE>hdv = mlphdotv(net, x, t, v)</CODE> takes an MLP network data structure | |
27 <CODE>net</CODE>, together with the matrix <CODE>x</CODE> of input vectors, the | |
28 matrix <CODE>t</CODE> of target vectors and an arbitrary row vector <CODE>v</CODE> | |
29 whose length equals the number of parameters in the network, and | |
30 returns the product of the data-dependent contribution to the Hessian | |
31 matrix with <CODE>v</CODE>. The implementation is based on the R-propagation | |
32 algorithm of Pearlmutter. | |
33 | |
34 <p><h2> | |
35 See Also | |
36 </h2> | |
37 <CODE><a href="mlp.htm">mlp</a></CODE>, <CODE><a href="mlphess.htm">mlphess</a></CODE>, <CODE><a href="hesschek.htm">hesschek</a></CODE><hr> | |
38 <b>Pages:</b> | |
39 <a href="index.htm">Index</a> | |
40 <hr> | |
41 <p>Copyright (c) Ian T Nabney (1996-9) | |
42 | |
43 | |
44 </body> | |
45 </html> |