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1 <html> | |
2 <head> | |
3 <title> | |
4 Netlab Reference Manual gradchek | |
5 </title> | |
6 </head> | |
7 <body> | |
8 <H1> gradchek | |
9 </H1> | |
10 <h2> | |
11 Purpose | |
12 </h2> | |
13 Checks a user-defined gradient function using finite differences. | |
14 | |
15 <p><h2> | |
16 Synopsis | |
17 </h2> | |
18 <PRE> | |
19 | |
20 gradchek(w, func, grad) | |
21 [gradient, delta] = gradchek(w, func, grad) | |
22 gradchek(w, func, grad, p1, p2, ...) | |
23 </PRE> | |
24 | |
25 | |
26 <p><h2> | |
27 Description | |
28 </h2> | |
29 This function is intended as a utility for other netlab functions | |
30 (particularly optimisation functions) to use. It enables the user | |
31 to check whether a gradient calculation has been correctly implmented | |
32 for a given function. | |
33 <CODE>gradchek(w, func, grad)</CODE> checks how accurate the gradient | |
34 <CODE>grad</CODE> of a function <CODE>func</CODE> is at a parameter vector <CODE>x</CODE>. | |
35 A central | |
36 difference formula with step size 1.0e-6 is used, and the results | |
37 for both gradient function and finite difference approximation are | |
38 printed. | |
39 The optional return value <CODE>gradient</CODE> is the gradient calculated | |
40 using the function <CODE>grad</CODE> and the return value <CODE>delta</CODE> is the | |
41 difference between the functional and finite difference methods of | |
42 calculating the graident. | |
43 | |
44 <p><CODE>gradchek(x, func, grad, p1, p2, ...)</CODE> allows additional arguments | |
45 to be passed to <CODE>func</CODE> and <CODE>grad</CODE>. | |
46 | |
47 <p><h2> | |
48 See Also | |
49 </h2> | |
50 <CODE><a href="conjgrad.htm">conjgrad</a></CODE>, <CODE><a href="graddesc.htm">graddesc</a></CODE>, <CODE><a href="hmc.htm">hmc</a></CODE>, <CODE><a href="olgd.htm">olgd</a></CODE>, <CODE><a href="quasinew.htm">quasinew</a></CODE>, <CODE><a href="scg.htm">scg</a></CODE><hr> | |
51 <b>Pages:</b> | |
52 <a href="index.htm">Index</a> | |
53 <hr> | |
54 <p>Copyright (c) Ian T Nabney (1996-9) | |
55 | |
56 | |
57 </body> | |
58 </html> |