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annotate scripts/statistics/distributions/tinv.m @ 20830:b65888ec820e draft default tip gccjit
dmalcom gcc jit import
author | Stefan Mahr <dac922@gmx.de> |
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date | Fri, 27 Feb 2015 16:59:36 +0100 |
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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} {} tinv (@var{x}, @var{n}) |
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22 ## For each element of @var{x}, compute the quantile (the inverse of the CDF) |
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23 ## at @var{x} of the t (Student) distribution with @var{n} |
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24 ## degrees of freedom. |
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25 ## |
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26 ## This function is analogous to looking in a table for the t-value of a |
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27 ## single-tailed distribution. |
5410 | 28 ## @end deftypefn |
29 | |
30 ## For very large n, the "correct" formula does not really work well, | |
31 ## and the quantiles of the standard normal distribution are used | |
32 ## directly. | |
33 | |
5428 | 34 ## Author: KH <Kurt.Hornik@wu-wien.ac.at> |
5410 | 35 ## Description: Quantile function of the t distribution |
36 | |
5411 | 37 function inv = tinv (x, n) |
5410 | 38 |
39 if (nargin != 2) | |
6046 | 40 print_usage (); |
5410 | 41 endif |
42 | |
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43 if (! isscalar (n)) |
5410 | 44 [retval, x, n] = common_size (x, n); |
45 if (retval > 0) | |
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46 error ("tinv: X and N must be of common size or scalars"); |
5410 | 47 endif |
48 endif | |
49 | |
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50 if (iscomplex (x) || iscomplex (n)) |
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51 error ("tinv: X and N must not be complex"); |
5410 | 52 endif |
53 | |
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54 if (isa (x, "single") || isa (n, "single")) |
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55 inv = NaN (size (x), "single"); |
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56 else |
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57 inv = NaN (size (x)); |
5410 | 58 endif |
59 | |
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60 k = (x == 0) & (n > 0); |
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61 inv(k) = -Inf; |
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62 |
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63 k = (x == 1) & (n > 0); |
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64 inv(k) = Inf; |
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65 |
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66 if (isscalar (n)) |
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67 k = (x > 0) & (x < 1); |
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68 if ((n > 0) && (n < 10000)) |
5410 | 69 inv(k) = (sign (x(k) - 1/2) |
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70 .* sqrt (n * (1 ./ betainv (2*min (x(k), 1 - x(k)), |
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71 n/2, 1/2) - 1))); |
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72 elseif (n >= 10000) |
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73 ## For large n, use the quantiles of the standard normal |
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74 inv(k) = stdnormal_inv (x(k)); |
5410 | 75 endif |
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76 else |
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77 k = (x > 0) & (x < 1) & (n > 0) & (n < 10000); |
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78 inv(k) = (sign (x(k) - 1/2) |
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79 .* sqrt (n(k) .* (1 ./ betainv (2*min (x(k), 1 - x(k)), |
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80 n(k)/2, 1/2) - 1))); |
5410 | 81 |
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82 ## For large n, use the quantiles of the standard normal |
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83 k = (x > 0) & (x < 1) & (n >= 10000); |
5410 | 84 inv(k) = stdnormal_inv (x(k)); |
85 endif | |
86 | |
87 endfunction | |
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88 |
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89 |
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90 %!shared x |
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91 %! x = [-1 0 0.5 1 2]; |
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92 %!assert (tinv (x, ones (1,5)), [NaN -Inf 0 Inf NaN]) |
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93 %!assert (tinv (x, 1), [NaN -Inf 0 Inf NaN], eps) |
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94 %!assert (tinv (x, [1 0 NaN 1 1]), [NaN NaN NaN Inf NaN], eps) |
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95 %!assert (tinv ([x(1:2) NaN x(4:5)], 1), [NaN -Inf NaN Inf NaN]) |
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96 |
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97 ## Test class of input preserved |
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98 %!assert (tinv ([x, NaN], 1), [NaN -Inf 0 Inf NaN NaN], eps) |
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99 %!assert (tinv (single ([x, NaN]), 1), single ([NaN -Inf 0 Inf NaN NaN]), eps ("single")) |
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100 %!assert (tinv ([x, NaN], single (1)), single ([NaN -Inf 0 Inf NaN NaN]), eps ("single")) |
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101 |
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102 ## Test input validation |
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103 %!error tinv () |
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104 %!error tinv (1) |
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105 %!error tinv (1,2,3) |
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106 %!error tinv (ones (3), ones (2)) |
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107 %!error tinv (ones (2), ones (3)) |
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108 %!error tinv (i, 2) |
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109 %!error tinv (2, i) |
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110 |