Mercurial > hg > octave-nkf
annotate scripts/statistics/distributions/fpdf.m @ 19898:4197fc428c7d
maint: Update copyright notices for 2015.
author | John W. Eaton <jwe@octave.org> |
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date | Wed, 11 Feb 2015 14:19:08 -0500 |
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1 ## Copyright (C) 2012 Rik Wehbring |
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2 ## Copyright (C) 1995-2015 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 -*- | |
5411 | 21 ## @deftypefn {Function File} {} fpdf (@var{x}, @var{m}, @var{n}) |
5410 | 22 ## For each element of @var{x}, compute the probability density function |
23 ## (PDF) at @var{x} of the F distribution with @var{m} and @var{n} | |
24 ## degrees of freedom. | |
25 ## @end deftypefn | |
26 | |
5428 | 27 ## Author: KH <Kurt.Hornik@wu-wien.ac.at> |
5410 | 28 ## Description: PDF of the F distribution |
29 | |
5411 | 30 function pdf = fpdf (x, m, n) |
5410 | 31 |
32 if (nargin != 3) | |
6046 | 33 print_usage (); |
5410 | 34 endif |
35 | |
36 if (!isscalar (m) || !isscalar (n)) | |
37 [retval, x, m, n] = common_size (x, m, n); | |
38 if (retval > 0) | |
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39 error ("fpdf: X, M, and N must be of common size or scalars"); |
5410 | 40 endif |
41 endif | |
42 | |
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43 if (iscomplex (x) || iscomplex (m) || iscomplex (n)) |
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44 error ("fpdf: X, M, and N must not be complex"); |
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45 endif |
5410 | 46 |
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47 if (isa (x, "single") || isa (m, "single") || isa (n, "single")) |
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48 pdf = zeros (size (x), "single"); |
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49 else |
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50 pdf = zeros (size (x)); |
5410 | 51 endif |
52 | |
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53 k = isnan (x) | !(m > 0) | !(m < Inf) | !(n > 0) | !(n < Inf); |
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54 pdf(k) = NaN; |
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55 |
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56 k = (x > 0) & (x < Inf) & (m > 0) & (m < Inf) & (n > 0) & (n < Inf); |
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57 if (isscalar (m) && isscalar (n)) |
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58 tmp = m / n * x(k); |
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59 pdf(k) = (exp ((m/2 - 1) * log (tmp) |
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60 - ((m + n) / 2) * log (1 + tmp)) |
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61 * (m / n) ./ beta (m/2, n/2)); |
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62 else |
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63 tmp = m(k) .* x(k) ./ n(k); |
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64 pdf(k) = (exp ((m(k)/2 - 1) .* log (tmp) |
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65 - ((m(k) + n(k)) / 2) .* log (1 + tmp)) |
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66 .* (m(k) ./ n(k)) ./ beta (m(k)/2, n(k)/2)); |
5410 | 67 endif |
68 | |
69 endfunction | |
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70 |
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71 |
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72 %% F (x, 1, m) == T distribution (sqrt (x), m) / sqrt (x) |
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73 %!test |
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74 %! x = rand (10,1); |
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75 %! x = x(x > 0.1 & x < 0.9); |
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76 %! y = tpdf (sqrt (x), 2) ./ sqrt (x); |
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77 %! assert (fpdf (x, 1, 2), y, 5*eps); |
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78 |
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79 %!shared x,y |
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80 %! x = [-1 0 0.5 1 2]; |
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81 %! y = [0 0 4/9 1/4 1/9]; |
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82 %!assert (fpdf (x, 2*ones (1,5), 2*ones (1,5)), y, eps) |
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83 %!assert (fpdf (x, 2, 2*ones (1,5)), y, eps) |
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84 %!assert (fpdf (x, 2*ones (1,5), 2), y, eps) |
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85 %!assert (fpdf (x, [0 NaN Inf 2 2], 2), [NaN NaN NaN y(4:5)], eps) |
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86 %!assert (fpdf (x, 2, [0 NaN Inf 2 2]), [NaN NaN NaN y(4:5)], eps) |
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87 %!assert (fpdf ([x, NaN], 2, 2), [y, NaN], eps) |
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88 |
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89 %% Test class of input preserved |
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90 %!assert (fpdf (single ([x, NaN]), 2, 2), single ([y, NaN]), eps ("single")) |
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91 %!assert (fpdf ([x, NaN], single (2), 2), single ([y, NaN]), eps ("single")) |
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92 %!assert (fpdf ([x, NaN], 2, single (2)), single ([y, NaN]), eps ("single")) |
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93 |
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94 %% Test input validation |
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95 %!error fpdf () |
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96 %!error fpdf (1) |
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97 %!error fpdf (1,2) |
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98 %!error fpdf (1,2,3,4) |
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99 %!error fpdf (ones (3), ones (2), ones (2)) |
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100 %!error fpdf (ones (2), ones (3), ones (2)) |
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101 %!error fpdf (ones (2), ones (2), ones (3)) |
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102 %!error fpdf (i, 2, 2) |
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103 %!error fpdf (2, i, 2) |
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104 %!error fpdf (2, 2, i) |
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105 |