Mercurial > octave-nkf
annotate scripts/statistics/distributions/hygepdf.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> |
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date | Sun, 11 Oct 2015 16:55:17 -0700 |
parents | d9341b422488 |
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1 ## Copyright (C) 2012 Rik Wehbring |
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2 ## Copyright (C) 1996-2015 Kurt Hornik |
5410 | 3 ## |
4 ## This file is part of Octave. | |
5 ## | |
6 ## Octave is free software; you can redistribute it and/or modify it | |
7 ## under the terms of the GNU General Public License as published by | |
7016 | 8 ## the Free Software Foundation; either version 3 of the License, or (at |
9 ## your option) any later version. | |
5410 | 10 ## |
11 ## Octave is distributed in the hope that it will be useful, but | |
12 ## WITHOUT ANY WARRANTY; without even the implied warranty of | |
13 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | |
14 ## General Public License for more details. | |
15 ## | |
16 ## You should have received a copy of the GNU General Public License | |
7016 | 17 ## along with Octave; see the file COPYING. If not, see |
18 ## <http://www.gnu.org/licenses/>. | |
5410 | 19 |
20 ## -*- texinfo -*- | |
7002 | 21 ## @deftypefn {Function File} {} hygepdf (@var{x}, @var{t}, @var{m}, @var{n}) |
5410 | 22 ## Compute the probability density function (PDF) at @var{x} of the |
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23 ## hypergeometric distribution with parameters @var{t}, @var{m}, and @var{n}. |
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24 ## |
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25 ## This is the probability of obtaining @var{x} marked items when randomly |
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26 ## drawing a sample of size @var{n} without replacement from a population of |
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27 ## total size @var{t} containing @var{m} marked items. |
5410 | 28 ## |
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29 ## The parameters @var{t}, @var{m}, and @var{n} must be positive integers |
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30 ## with @var{m} and @var{n} not greater than @var{t}. |
5410 | 31 ## @end deftypefn |
32 | |
5428 | 33 ## Author: KH <Kurt.Hornik@wu-wien.ac.at> |
5410 | 34 ## Description: PDF of the hypergeometric distribution |
35 | |
7002 | 36 function pdf = hygepdf (x, t, m, n) |
5410 | 37 |
38 if (nargin != 4) | |
6046 | 39 print_usage (); |
5410 | 40 endif |
41 | |
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42 if (! isscalar (t) || ! isscalar (m) || ! isscalar (n)) |
7002 | 43 [retval, x, t, m, n] = common_size (x, t, m, n); |
5410 | 44 if (retval > 0) |
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45 error ("hygepdf: X, T, M, and N must be of common size or scalars"); |
5410 | 46 endif |
47 endif | |
48 | |
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49 if (iscomplex (x) || iscomplex (t) || iscomplex (m) || iscomplex (n)) |
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50 error ("hygepdf: X, T, M, and N must not be complex"); |
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51 endif |
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52 |
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53 if (isa (x, "single") || isa (t, "single") |
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54 || isa (m, "single") || isa (n, "single")) |
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55 pdf = zeros (size (x), "single"); |
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56 else |
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57 pdf = zeros (size (x)); |
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58 endif |
5410 | 59 |
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60 ## everything in nel gives NaN |
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61 nel = (isnan (x) | (t < 0) | (m < 0) | (n <= 0) | (m > t) | (n > t) | |
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62 (t != fix (t)) | (m != fix (m)) | (n != fix (n))); |
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63 ## everything in zel gives 0 unless in nel |
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64 zel = ((x != fix (x)) | (x < 0) | (x > m) | (n < x) | (n-x > t-m)); |
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65 |
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66 pdf(nel) = NaN; |
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67 |
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68 k = !nel & !zel; |
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69 if (any (k(:))) |
7002 | 70 if (isscalar (t) && isscalar (m) && isscalar (n)) |
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71 pdf(k) = (bincoeff (m, x(k)) .* bincoeff (t-m, n-x(k)) |
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72 / bincoeff (t, n)); |
5410 | 73 else |
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74 pdf(k) = (bincoeff (m(k), x(k)) .* bincoeff (t(k)-m(k), n(k)-x(k)) |
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75 ./ bincoeff (t(k), n(k))); |
5410 | 76 endif |
77 endif | |
78 | |
79 endfunction | |
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80 |
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81 |
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82 %!shared x,y |
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83 %! x = [-1 0 1 2 3]; |
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84 %! y = [0 1/6 4/6 1/6 0]; |
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85 %!assert (hygepdf (x, 4*ones (1,5), 2, 2), y) |
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86 %!assert (hygepdf (x, 4, 2*ones (1,5), 2), y) |
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87 %!assert (hygepdf (x, 4, 2, 2*ones (1,5)), y) |
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88 %!assert (hygepdf (x, 4*[1 -1 NaN 1.1 1], 2, 2), [0 NaN NaN NaN 0]) |
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89 %!assert (hygepdf (x, 4, 2*[1 -1 NaN 1.1 1], 2), [0 NaN NaN NaN 0]) |
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90 %!assert (hygepdf (x, 4, 5, 2), [NaN NaN NaN NaN NaN]) |
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91 %!assert (hygepdf (x, 4, 2, 2*[1 -1 NaN 1.1 1]), [0 NaN NaN NaN 0]) |
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92 %!assert (hygepdf (x, 4, 2, 5), [NaN NaN NaN NaN NaN]) |
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93 %!assert (hygepdf ([x, NaN], 4, 2, 2), [y, NaN], eps) |
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94 |
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95 ## Test class of input preserved |
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96 %!assert (hygepdf (single ([x, NaN]), 4, 2, 2), single ([y, NaN])) |
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97 %!assert (hygepdf ([x, NaN], single (4), 2, 2), single ([y, NaN])) |
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98 %!assert (hygepdf ([x, NaN], 4, single (2), 2), single ([y, NaN])) |
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99 %!assert (hygepdf ([x, NaN], 4, 2, single (2)), single ([y, NaN])) |
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100 |
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101 ## Test input validation |
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102 %!error hygepdf () |
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103 %!error hygepdf (1) |
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104 %!error hygepdf (1,2) |
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105 %!error hygepdf (1,2,3) |
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106 %!error hygepdf (1,2,3,4,5) |
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107 %!error hygepdf (1, ones (3), ones (2), ones (2)) |
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108 %!error hygepdf (1, ones (2), ones (3), ones (2)) |
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109 %!error hygepdf (1, ones (2), ones (2), ones (3)) |
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110 %!error hygepdf (i, 2, 2, 2) |
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111 %!error hygepdf (2, i, 2, 2) |
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112 %!error hygepdf (2, 2, i, 2) |
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113 %!error hygepdf (2, 2, 2, i) |
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114 |