Mercurial > octave
annotate scripts/statistics/tests/sign_test.m @ 21634:96518f623c91
Backed out changeset dcf8922b724b
author | Mike Miller <mtmiller@octave.org> |
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date | Wed, 20 Apr 2016 11:06:03 -0700 |
parents | dcf8922b724b |
children | bac0d6f07a3e |
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1 ## Copyright (C) 1995-2015 Kurt Hornik |
3426 | 2 ## |
3922 | 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. | |
3426 | 9 ## |
3922 | 10 ## Octave is distributed in the hope that it will be useful, but |
3200 | 11 ## WITHOUT ANY WARRANTY; without even the implied warranty of |
12 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | |
3426 | 13 ## General Public License for more details. |
14 ## | |
3200 | 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/>. | |
3200 | 18 |
3454 | 19 ## -*- texinfo -*- |
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20 ## @deftypefn {} {[@var{pval}, @var{b}, @var{n}] =} sign_test (@var{x}, @var{y}, @var{alt}) |
3454 | 21 ## For two matched-pair samples @var{x} and @var{y}, perform a sign test |
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22 ## of the null hypothesis |
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23 ## PROB (@var{x} > @var{y}) == PROB (@var{x} < @var{y}) == 1/2. |
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24 ## |
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25 ## Under the null, the test statistic @var{b} roughly follows a |
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26 ## binomial distribution with parameters |
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27 ## @code{@var{n} = sum (@var{x} != @var{y})} and @var{p} = 1/2. |
3200 | 28 ## |
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29 ## With the optional argument @code{alt}, the alternative of interest can be |
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30 ## selected. If @var{alt} is @qcode{"!="} or @qcode{"<>"}, the null |
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31 ## hypothesis is tested against the two-sided alternative |
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32 ## PROB (@var{x} < @var{y}) != 1/2. If @var{alt} is @qcode{">"}, the one-sided |
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33 ## alternative PROB (@var{x} > @var{y}) > 1/2 ("x is stochastically greater |
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34 ## than y") is considered. Similarly for @qcode{"<"}, the one-sided |
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35 ## alternative PROB (@var{x} > @var{y}) < 1/2 ("x is stochastically less than |
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36 ## y") is considered. The default is the two-sided case. |
3200 | 37 ## |
3454 | 38 ## The p-value of the test is returned in @var{pval}. |
3426 | 39 ## |
3200 | 40 ## If no output argument is given, the p-value of the test is displayed. |
3454 | 41 ## @end deftypefn |
3200 | 42 |
5428 | 43 ## Author: KH <Kurt.Hornik@wu-wien.ac.at> |
3456 | 44 ## Description: Sign test |
3200 | 45 |
46 function [pval, b, n] = sign_test (x, y, alt) | |
47 | |
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48 if (nargin < 2 || nargin > 3) |
6046 | 49 print_usage (); |
3200 | 50 endif |
3426 | 51 |
4030 | 52 if (! (isvector (x) && isvector (y) && (length (x) == length (y)))) |
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53 error ("sign_test: X and Y must be vectors of the same length"); |
3200 | 54 endif |
55 | |
56 n = length (x); | |
57 x = reshape (x, 1, n); | |
58 y = reshape (y, 1, n); | |
59 n = sum (x != y); | |
60 b = sum (x > y); | |
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61 cdf = binocdf (b, n, 1/2); |
3426 | 62 |
3200 | 63 if (nargin == 2) |
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64 alt = "!="; |
3200 | 65 endif |
66 | |
5443 | 67 if (! ischar (alt)) |
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68 error ("sign_test: ALT must be a string"); |
3200 | 69 endif |
70 if (strcmp (alt, "!=") || strcmp (alt, "<>")) | |
71 pval = 2 * min (cdf, 1 - cdf); | |
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72 elseif (strcmp (alt, ">")) |
3200 | 73 pval = 1 - cdf; |
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74 elseif (strcmp (alt, "<")) |
3200 | 75 pval = cdf; |
76 else | |
3456 | 77 error ("sign_test: option %s not recognized", alt); |
3200 | 78 endif |
3426 | 79 |
3200 | 80 if (nargout == 0) |
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81 printf (" pval: %g\n", pval); |
3200 | 82 endif |
3426 | 83 |
3200 | 84 endfunction |
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85 |