annotate scripts/statistics/tests/wilcoxon_test.m @ 11523:fd0a3ac60b0e

update copyright notices
author John W. Eaton <jwe@octave.org>
date Fri, 14 Jan 2011 05:47:45 -0500
parents 1740012184f9
children b80b18f537ca
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11523
fd0a3ac60b0e update copyright notices
John W. Eaton <jwe@octave.org>
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1 ## Copyright (C) 1995-2011 Kurt Hornik
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2 ##
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3 ## This file is part of Octave.
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4 ##
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5 ## Octave is free software; you can redistribute it and/or modify it
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6 ## under the terms of the GNU General Public License as published by
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7 ## the Free Software Foundation; either version 3 of the License, or (at
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8 ## your option) any later version.
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9 ##
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10 ## Octave is distributed in the hope that it will be useful, but
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11 ## WITHOUT ANY WARRANTY; without even the implied warranty of
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12 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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13 ## General Public License for more details.
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14 ##
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15 ## You should have received a copy of the GNU General Public License
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16 ## along with Octave; see the file COPYING. If not, see
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17 ## <http://www.gnu.org/licenses/>.
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18
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19 ## -*- texinfo -*-
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20 ## @deftypefn {Function File} {[@var{pval}, @var{z}] =} wilcoxon_test (@var{x}, @var{y}, @var{alt})
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21 ## For two matched-pair sample vectors @var{x} and @var{y}, perform a
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22 ## Wilcoxon signed-rank test of the null hypothesis PROB (@var{x} >
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23 ## @var{y}) == 1/2. Under the null, the test statistic @var{z}
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24 ## approximately follows a standard normal distribution when @var{n} > 25.
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25 ##
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26 ## @strong{Warning}: This function assumes a normal distribution for @var{z}
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27 ## and thus is invalid for @var{n} @leq{} 25.
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28 ##
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29 ## With the optional argument string @var{alt}, the alternative of
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30 ## interest can be selected. If @var{alt} is @code{"!="} or
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31 ## @code{"<>"}, the null is tested against the two-sided alternative
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32 ## PROB (@var{x} > @var{y}) != 1/2. If alt is @code{">"}, the one-sided
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33 ## alternative PROB (@var{x} > @var{y}) > 1/2 is considered. Similarly
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34 ## for @code{"<"}, the one-sided alternative PROB (@var{x} > @var{y}) <
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35 ## 1/2 is considered. The default is the two-sided case.
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36 ##
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37 ## The p-value of the test is returned in @var{pval}.
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38 ##
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39 ## If no output argument is given, the p-value of the test is displayed.
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40 ## @end deftypefn
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41
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42 ## Author: KH <Kurt.Hornik@wu-wien.ac.at>
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43 ## Description: Wilcoxon signed-rank test
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44
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45 function [pval, z] = wilcoxon_test (x, y, alt)
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46
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47 if (nargin < 2 || nargin > 3)
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48 print_usage ();
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49 endif
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50
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51 if (! (isvector (x) && isvector (y) && (length (x) == length (y))))
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52 error ("wilcoxon_test: X and Y must be vectors of the same length");
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53 endif
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55 n = length (x);
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56 x = reshape (x, 1, n);
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57 y = reshape (y, 1, n);
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58 d = x - y;
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59 d = d (find (d != 0));
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60 n = length (d);
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61 if (n > 25)
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62 r = ranks (abs (d));
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63 z = sum (r (find (d > 0)));
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64 z = ((z - n * (n + 1) / 4) / sqrt (n * (n + 1) * (2 * n + 1) / 24));
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65 else
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66 error ("wilcoxon_test: implementation requires more than 25 different pairs");
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67 endif
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68
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69 cdf = stdnormal_cdf (z);
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70
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71 if (nargin == 2)
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72 alt = "!=";
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73 endif
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74
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75 if (! ischar (alt))
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76 error("wilcoxon_test: ALT must be a string");
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77 elseif (strcmp (alt, "!=") || strcmp (alt, "<>"))
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78 pval = 2 * min (cdf, 1 - cdf);
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79 elseif (strcmp (alt, ">"))
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80 pval = 1 - cdf;
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81 elseif (strcmp (alt, "<"))
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82 pval = cdf;
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83 else
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84 error ("wilcoxon_test: option %s not recognized", alt);
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85 endif
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86
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87 if (nargout == 0)
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88 printf (" pval: %g\n", pval);
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89 endif
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90
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91 endfunction