annotate scripts/statistics/distributions/kolmogorov_smirnov_cdf.m @ 13171:19b9f17d22af

Overhaul of statistical distribution functions Support class "single" 75% reduction in memory usage More Matlab compatibility for corner cases * betacdf.m, betainv.m, betapdf.m, betarnd.m, binocdf.m, binoinv.m, binopdf.m, binornd.m, cauchy_cdf.m, cauchy_inv.m, cauchy_pdf.m, cauchy_rnd.m, chi2cdf.m, chi2inv.m, chi2pdf.m, chi2rnd.m, discrete_cdf.m, discrete_inv.m, discrete_pdf.m, discrete_rnd.m, empirical_cdf.m, empirical_inv.m, empirical_pdf.m, empirical_rnd.m, expcdf.m, expinv.m, exppdf.m, exprnd.m, fcdf.m, finv.m, fpdf.m, frnd.m, gamcdf.m, gaminv.m, gampdf.m, gamrnd.m, geocdf.m, geoinv.m, geopdf.m, geornd.m, hygecdf.m, hygeinv.m, hygepdf.m, hygernd.m, kolmogorov_smirnov_cdf.m, laplace_cdf.m, laplace_inv.m, laplace_pdf.m, laplace_rnd.m, logistic_cdf.m, logistic_inv.m, logistic_pdf.m, logistic_rnd.m, logncdf.m, logninv.m, lognpdf.m, lognrnd.m, nbincdf.m, nbininv.m, nbinpdf.m, nbinrnd.m, normcdf.m, norminv.m, normpdf.m, normrnd.m, poisscdf.m, poissinv.m, poisspdf.m, poissrnd.m, stdnormal_cdf.m, stdnormal_inv.m, stdnormal_pdf.m, stdnormal_rnd.m, tcdf.m, tinv.m, tpdf.m, trnd.m, unidcdf.m, unidinv.m, unidpdf.m, unidrnd.m, unifcdf.m, unifinv.m, unifpdf.m, unifrnd.m, wblcdf.m, wblinv.m, wblpdf.m, wblrnd.m: Return "single" outputs for "single" inputs, Use logical indexing rather than find() for 75% memory savings, Add tests for all functions, Use consistent documentation across all functions, More Matlab compatibilitcy for corner cases.
author Rik <octave@nomad.inbox5.com>
date Tue, 20 Sep 2011 12:13:13 -0700
parents fd0a3ac60b0e
children 72c96de7a403
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1 ## Copyright (C) 2011 Rik Wehbring
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2 ## Copyright (C) 1995-2011 Kurt Hornik
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3 ##
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4 ## This file is part of Octave.
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5 ##
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6 ## Octave is free software; you can redistribute it and/or modify it
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7 ## under the terms of the GNU General Public License as published by
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8 ## the Free Software Foundation; either version 3 of the License, or (at
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9 ## your option) any later version.
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10 ##
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11 ## Octave is distributed in the hope that it will be useful, but
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12 ## WITHOUT ANY WARRANTY; without even the implied warranty of
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13 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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14 ## General Public License for more details.
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15 ##
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16 ## You should have received a copy of the GNU General Public License
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17 ## along with Octave; see the file COPYING. If not, see
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18 ## <http://www.gnu.org/licenses/>.
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19
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20 ## -*- texinfo -*-
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21 ## @deftypefn {Function File} {} kolmogorov_smirnov_cdf (@var{x}, @var{tol})
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22 ## Return the cumulative distribution function (CDF) at @var{x} of the
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23 ## Kolmogorov-Smirnov distribution,
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24 ## @tex
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25 ## $$ Q(x) = \sum_{k=-\infty}^\infty (-1)^k \exp (-2 k^2 x^2) $$
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26 ## @end tex
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27 ## @ifnottex
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28 ##
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29 ## @example
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30 ## @group
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31 ## Inf
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32 ## Q(x) = SUM (-1)^k exp (-2 k^2 x^2)
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33 ## k = -Inf
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34 ## @end group
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35 ## @end example
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36 ##
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37 ## @end ifnottex
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38 ## @noindent
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39 ## for @var{x} > 0.
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40 ##
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41 ## The optional parameter @var{tol} specifies the precision up to which
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42 ## the series should be evaluated; the default is @var{tol} = @code{eps}.
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43 ## @end deftypefn
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44
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45 ## Author: KH <Kurt.Hornik@wu-wien.ac.at>
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46 ## Description: CDF of the Kolmogorov-Smirnov distribution
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47
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48 function cdf = kolmogorov_smirnov_cdf (x, tol)
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49
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50 if (nargin < 1 || nargin > 2)
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51 print_usage ();
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52 endif
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53
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54 if (nargin == 1)
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55 if (isa (x, "single"))
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56 tol = eps ("single");
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57 else
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58 tol = eps;
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59 endif
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60 else
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61 if (! (isscalar (tol) && (tol > 0)))
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62 error ("kolmogorov_smirnov_cdf: TOL must be a positive scalar");
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63 endif
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64 endif
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65
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66 if (numel (x) == 0)
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67 error ("kolmogorov_smirnov_cdf: X must not be empty");
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68 endif
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69
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70 cdf = zeros (size (x));
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71
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72 ind = find (x > 0);
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73 if (length (ind) > 0)
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74 if (columns (ind) < rows (ind))
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75 y = x(ind.');
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76 else
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77 y = x(ind);
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78 endif
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79 K = ceil (sqrt (- log (tol) / 2) / min (y));
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80 k = (1:K)';
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81 A = exp (- 2 * k.^2 * y.^2);
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82 odd = find (rem (k, 2) == 1);
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83 A(odd,:) = -A(odd,:);
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84 cdf(ind) = 1 + 2 * sum (A);
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85 endif
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86
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87 endfunction
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88
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89
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90 %% Test input validation
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91 %!error kolmogorov_smirnov_cdf ()
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92 %!error kolmogorov_smirnov_cdf (1,2,3)
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93 %!error kolmogorov_smirnov_cdf (1, ones(2))
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94 %!error kolmogorov_smirnov_cdf ([], 1)
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95