annotate scripts/statistics/distributions/cauchy_pdf.m @ 20641:c3c052b9192a

Improve performance and error reporting of betainv, gaminv (bug #34363). * betainv.m: Replace for loop with do-until loop. Shorten max loop cycles to 40, rather than 10,000. Issue warning if algorithm fails. * gaminv.m: Replace for loop with do-until loop. Shorten max loop cycles to 40, rather than 100. Issue warning if algorithm fails.
author Rik <rik@octave.org>
date Sun, 11 Oct 2015 16:55:17 -0700
parents d9341b422488
children
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1 ## Copyright (C) 2012 Rik Wehbring
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2 ## Copyright (C) 1995-2015 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} {} cauchy_pdf (@var{x})
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22 ## @deftypefnx {Function File} {} cauchy_pdf (@var{x}, @var{location}, @var{scale})
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23 ## For each element of @var{x}, compute the probability density function (PDF)
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24 ## at @var{x} of the Cauchy distribution with location parameter
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25 ## @var{location} and scale parameter @var{scale} > 0.
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26 ##
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27 ## Default values are @var{location} = 0, @var{scale} = 1.
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28 ## @end deftypefn
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29
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30 ## Author: KH <Kurt.Hornik@wu-wien.ac.at>
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31 ## Description: PDF of the Cauchy distribution
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32
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33 function pdf = cauchy_pdf (x, location = 0, scale = 1)
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34
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35 if (nargin != 1 && nargin != 3)
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36 print_usage ();
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37 endif
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38
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39 if (! isscalar (location) || ! isscalar (scale))
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40 [retval, x, location, scale] = common_size (x, location, scale);
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41 if (retval > 0)
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42 error ("cauchy_pdf: X, LOCATION, and SCALE must be of common size or scalars");
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43 endif
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44 endif
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45
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46 if (iscomplex (x) || iscomplex (location) || iscomplex (scale))
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47 error ("cauchy_pdf: X, LOCATION, and SCALE must not be complex");
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48 endif
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49
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50 if (isa (x, "single") || isa (location, "single") || isa (scale, "single"))
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51 pdf = NaN (size (x), "single");
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52 else
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53 pdf = NaN (size (x));
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54 endif
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55
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56 k = ! isinf (location) & (scale > 0) & (scale < Inf);
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57 if (isscalar (location) && isscalar (scale))
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58 pdf = ((1 ./ (1 + ((x - location) / scale) .^ 2))
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59 / pi / scale);
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60 else
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61 pdf(k) = ((1 ./ (1 + ((x(k) - location(k)) ./ scale(k)) .^ 2))
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62 / pi ./ scale(k));
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63 endif
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64
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65 endfunction
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66
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67
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68 %!shared x,y
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69 %! x = [-1 0 0.5 1 2];
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70 %! y = 1/pi * ( 2 ./ ((x-1).^2 + 2^2) );
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71 %!assert (cauchy_pdf (x, ones (1,5), 2*ones (1,5)), y)
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72 %!assert (cauchy_pdf (x, 1, 2*ones (1,5)), y)
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73 %!assert (cauchy_pdf (x, ones (1,5), 2), y)
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74 %!assert (cauchy_pdf (x, [-Inf 1 NaN 1 Inf], 2), [NaN y(2) NaN y(4) NaN])
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75 %!assert (cauchy_pdf (x, 1, 2*[0 1 NaN 1 Inf]), [NaN y(2) NaN y(4) NaN])
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76 %!assert (cauchy_pdf ([x, NaN], 1, 2), [y, NaN])
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77
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78 ## Test class of input preserved
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79 %!assert (cauchy_pdf (single ([x, NaN]), 1, 2), single ([y, NaN]), eps ("single"))
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80 %!assert (cauchy_pdf ([x, NaN], single (1), 2), single ([y, NaN]), eps ("single"))
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81 %!assert (cauchy_pdf ([x, NaN], 1, single (2)), single ([y, NaN]), eps ("single"))
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82
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83 ## Cauchy (0,1) == Student's T distribution with 1 DOF
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84 %!test
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85 %! x = rand (10, 1);
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86 %! assert (cauchy_pdf (x, 0, 1), tpdf (x, 1), eps);
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87
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88 ## Test input validation
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89 %!error cauchy_pdf ()
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90 %!error cauchy_pdf (1,2)
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91 %!error cauchy_pdf (1,2,3,4)
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92 %!error cauchy_pdf (ones (3), ones (2), ones (2))
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93 %!error cauchy_pdf (ones (2), ones (3), ones (2))
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94 %!error cauchy_pdf (ones (2), ones (2), ones (3))
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95 %!error cauchy_pdf (i, 2, 2)
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96 %!error cauchy_pdf (2, i, 2)
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97 %!error cauchy_pdf (2, 2, i)
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98