Mercurial > hg > octave-lyh
annotate scripts/linear-algebra/cond.m @ 14138:72c96de7a403 stable
maint: update copyright notices for 2012
author | John W. Eaton <jwe@octave.org> |
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date | Mon, 02 Jan 2012 14:25:41 -0500 |
parents | f96b9b9f141b |
children | f3d52523cde1 |
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1 ## Copyright (C) 1993-2012 John W. Eaton |
2313 | 2 ## |
3 ## This file is part of Octave. | |
4 ## | |
5 ## Octave is free software; you can redistribute it and/or modify it | |
6 ## under the terms of the GNU General Public License as published by | |
7016 | 7 ## the Free Software Foundation; either version 3 of the License, or (at |
8 ## your option) any later version. | |
2313 | 9 ## |
10 ## Octave is distributed in the hope that it will be useful, but | |
11 ## WITHOUT ANY WARRANTY; without even the implied warranty of | |
12 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | |
13 ## General Public License for more details. | |
14 ## | |
15 ## You should have received a copy of the GNU General Public License | |
7016 | 16 ## along with Octave; see the file COPYING. If not, see |
17 ## <http://www.gnu.org/licenses/>. | |
245 | 18 |
3372 | 19 ## -*- texinfo -*- |
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20 ## @deftypefn {Function File} {} cond (@var{A}) |
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21 ## @deftypefnx {Function File} {} cond (@var{A}, @var{p}) |
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22 ## Compute the @var{p}-norm condition number of a matrix. |
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23 ## |
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24 ## @code{cond (@var{A})} is ## defined as |
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25 ## @tex |
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26 ## $ {\parallel A \parallel_p * \parallel A^{-1} \parallel_p .} $ |
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27 ## @end tex |
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28 ## @ifnottex |
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29 ## @code{norm (@var{A}, @var{p}) * norm (inv (@var{A}), @var{p})}. |
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30 ## @end ifnottex |
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31 ## |
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32 ## By default @code{@var{p} = 2} is used which implies a (relatively slow) |
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33 ## singular value decomposition. Other possible selections are |
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34 ## @code{@var{p} = 1, Inf, "fro"} which are generally faster. See |
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35 ## @code{norm} for a full discussion of possible @var{p} values. |
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36 ## @seealso{condest, rcond, norm, svd} |
3372 | 37 ## @end deftypefn |
4 | 38 |
2314 | 39 ## Author: jwe |
40 | |
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41 function retval = cond (A, p) |
4 | 42 |
7484 | 43 if (nargin && nargin < 3) |
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44 if (ndims (A) > 2) |
8664 | 45 error ("cond: only valid on 2-D objects"); |
7484 | 46 endif |
47 | |
48 if (nargin <2) | |
49 p = 2; | |
4890 | 50 endif |
51 | |
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52 if (! ischar (p) && p == 2) |
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53 [nr, nc] = size (A); |
7484 | 54 if (nr == 0 || nc == 0) |
55 retval = 0.0; | |
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56 elseif (any (any (isinf (A) | isnan (A)))) |
7484 | 57 error ("cond: argument must not contain Inf or NaN values"); |
58 else | |
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59 sigma = svd (A); |
7484 | 60 sigma_1 = sigma(1); |
61 sigma_n = sigma(end); | |
62 if (sigma_1 == 0 || sigma_n == 0) | |
63 retval = Inf; | |
64 else | |
65 retval = sigma_1 / sigma_n; | |
66 endif | |
67 endif | |
3250 | 68 else |
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69 retval = norm (A, p) * norm (inv (A), p); |
3250 | 70 endif |
4 | 71 else |
6046 | 72 print_usage (); |
4 | 73 endif |
74 | |
75 endfunction | |
7411 | 76 |
7484 | 77 %!test |
78 %! y= [7, 2, 3; 1, 3, 4; 6, 4, 5]; | |
79 %! tol = 1e-6; | |
80 %! type = {1, 2, 'fro', 'inf', inf}; | |
81 %! for n = 1:numel(type) | |
82 %! rcondition(n) = 1 / cond (y, type{n}); | |
83 %! endfor | |
84 %! assert (rcondition, [0.017460, 0.019597, 0.018714, 0.012022, 0.012022], tol); | |
7411 | 85 |
7484 | 86 %!assert (abs (cond ([1, 2; 2, 1]) - 3) < sqrt (eps)); |
87 | |
88 %!assert (cond ([1, 2, 3; 4, 5, 6; 7, 8, 9]) > 1.0e+16); | |
7411 | 89 |
90 %!error cond (); | |
91 | |
7484 | 92 %!error cond (1, 2, 3); |
7411 | 93 |