X-Git-Url: https://git.creatis.insa-lyon.fr/pubgit/?p=CreaPhase.git;a=blobdiff_plain;f=octave_packages%2Fm%2Fstatistics%2Ftests%2Fsign_test.m;fp=octave_packages%2Fm%2Fstatistics%2Ftests%2Fsign_test.m;h=2b6a206bb243816ae37a9150530274f3f28538ff;hp=0000000000000000000000000000000000000000;hb=1c0469ada9531828709108a4882a751d2816994a;hpb=63de9f36673d49121015e3695f2c336ea92bc278 diff --git a/octave_packages/m/statistics/tests/sign_test.m b/octave_packages/m/statistics/tests/sign_test.m new file mode 100644 index 0000000..2b6a206 --- /dev/null +++ b/octave_packages/m/statistics/tests/sign_test.m @@ -0,0 +1,83 @@ +## Copyright (C) 1995-2012 Kurt Hornik +## +## This file is part of Octave. +## +## Octave is free software; you can redistribute it and/or modify it +## under the terms of the GNU General Public License as published by +## the Free Software Foundation; either version 3 of the License, or (at +## your option) any later version. +## +## Octave is distributed in the hope that it will be useful, but +## WITHOUT ANY WARRANTY; without even the implied warranty of +## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU +## General Public License for more details. +## +## You should have received a copy of the GNU General Public License +## along with Octave; see the file COPYING. If not, see +## . + +## -*- texinfo -*- +## @deftypefn {Function File} {[@var{pval}, @var{b}, @var{n}] =} sign_test (@var{x}, @var{y}, @var{alt}) +## For two matched-pair samples @var{x} and @var{y}, perform a sign test +## of the null hypothesis PROB (@var{x} > @var{y}) == PROB (@var{x} < +## @var{y}) == 1/2. Under the null, the test statistic @var{b} roughly +## follows a binomial distribution with parameters @code{@var{n} = sum +## (@var{x} != @var{y})} and @var{p} = 1/2. +## +## With the optional argument @code{alt}, the alternative of interest +## can be selected. If @var{alt} is @code{"!="} or @code{"<>"}, the +## null hypothesis is tested against the two-sided alternative PROB +## (@var{x} < @var{y}) != 1/2. If @var{alt} is @code{">"}, the +## one-sided alternative PROB (@var{x} > @var{y}) > 1/2 ("x is +## stochastically greater than y") is considered. Similarly for +## @code{"<"}, the one-sided alternative PROB (@var{x} > @var{y}) < 1/2 +## ("x is stochastically less than y") is considered. The default is +## the two-sided case. +## +## The p-value of the test is returned in @var{pval}. +## +## If no output argument is given, the p-value of the test is displayed. +## @end deftypefn + +## Author: KH +## Description: Sign test + +function [pval, b, n] = sign_test (x, y, alt) + + if ((nargin < 2) || (nargin > 3)) + print_usage (); + endif + + if (! (isvector (x) && isvector (y) && (length (x) == length (y)))) + error ("sign_test: X and Y must be vectors of the same length"); + endif + + n = length (x); + x = reshape (x, 1, n); + y = reshape (y, 1, n); + n = sum (x != y); + b = sum (x > y); + cdf = binomial_cdf (b, n, 1/2); + + if (nargin == 2) + alt = "!="; + endif + + if (! ischar (alt)) + error ("sign_test: ALT must be a string"); + endif + if (strcmp (alt, "!=") || strcmp (alt, "<>")) + pval = 2 * min (cdf, 1 - cdf); + elseif strcmp (alt, ">") + pval = 1 - cdf; + elseif strcmp (alt, "<") + pval = cdf; + else + error ("sign_test: option %s not recognized", alt); + endif + + if (nargout == 0) + printf (" pval: %g\n", pval); + endif + +endfunction