Mercurial > octave
annotate scripts/statistics/distributions/lognpdf.m @ 20852:516bb87ea72e
2015 Code Sprint: remove class of function from docstring for all m-files.
author | Rik <rik@octave.org> |
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date | Sat, 12 Dec 2015 07:31:00 -0800 |
parents | d9341b422488 |
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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 -*- | |
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21 ## @deftypefn {} {} lognpdf (@var{x}) |
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22 ## @deftypefnx {} {} lognpdf (@var{x}, @var{mu}, @var{sigma}) |
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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 lognormal distribution with parameters |
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25 ## @var{mu} and @var{sigma}. |
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26 ## |
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27 ## If a random variable follows this distribution, its logarithm is normally |
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28 ## distributed with mean @var{mu} and standard deviation @var{sigma}. |
5410 | 29 ## |
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30 ## Default values are @var{mu} = 0, @var{sigma} = 1. |
5410 | 31 ## @end deftypefn |
32 | |
5428 | 33 ## Author: KH <Kurt.Hornik@wu-wien.ac.at> |
5410 | 34 ## Description: PDF of the log normal distribution |
35 | |
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36 function pdf = lognpdf (x, mu = 0, sigma = 1) |
5410 | 37 |
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38 if (nargin != 1 && nargin != 3) |
6046 | 39 print_usage (); |
5410 | 40 endif |
41 | |
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42 if (! isscalar (mu) || ! isscalar (sigma)) |
5692 | 43 [retval, x, mu, sigma] = common_size (x, mu, sigma); |
5410 | 44 if (retval > 0) |
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45 error ("lognpdf: X, MU, and SIGMA must be of common size or scalars"); |
5410 | 46 endif |
47 endif | |
48 | |
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49 if (iscomplex (x) || iscomplex (mu) || iscomplex (sigma)) |
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50 error ("lognpdf: X, MU, and SIGMA must not be complex"); |
5410 | 51 endif |
52 | |
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53 if (isa (x, "single") || isa (mu, "single") || isa (sigma, "single")) |
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54 pdf = zeros (size (x), "single"); |
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55 else |
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56 pdf = zeros (size (x)); |
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57 endif |
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58 |
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59 k = isnan (x) | !(sigma > 0) | !(sigma < Inf); |
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60 pdf(k) = NaN; |
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61 |
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62 k = (x > 0) & (x < Inf) & (sigma > 0) & (sigma < Inf); |
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63 if (isscalar (mu) && isscalar (sigma)) |
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64 pdf(k) = normpdf (log (x(k)), mu, sigma) ./ x(k); |
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65 else |
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66 pdf(k) = normpdf (log (x(k)), mu(k), sigma(k)) ./ x(k); |
5410 | 67 endif |
68 | |
69 endfunction | |
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70 |
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71 |
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72 %!shared x,y |
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73 %! x = [-1 0 e Inf]; |
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74 %! y = [0, 0, 1/(e*sqrt(2*pi)) * exp(-1/2), 0]; |
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75 %!assert (lognpdf (x, zeros (1,4), ones (1,4)), y, eps) |
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76 %!assert (lognpdf (x, 0, ones (1,4)), y, eps) |
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77 %!assert (lognpdf (x, zeros (1,4), 1), y, eps) |
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78 %!assert (lognpdf (x, [0 1 NaN 0], 1), [0 0 NaN y(4)], eps) |
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79 %!assert (lognpdf (x, 0, [0 NaN Inf 1]), [NaN NaN NaN y(4)], eps) |
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80 %!assert (lognpdf ([x, NaN], 0, 1), [y, NaN], eps) |
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81 |
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82 ## Test class of input preserved |
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83 %!assert (lognpdf (single ([x, NaN]), 0, 1), single ([y, NaN]), eps ("single")) |
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84 %!assert (lognpdf ([x, NaN], single (0), 1), single ([y, NaN]), eps ("single")) |
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85 %!assert (lognpdf ([x, NaN], 0, single (1)), single ([y, NaN]), eps ("single")) |
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86 |
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87 ## Test input validation |
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88 %!error lognpdf () |
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89 %!error lognpdf (1,2) |
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90 %!error lognpdf (1,2,3,4) |
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91 %!error lognpdf (ones (3), ones (2), ones (2)) |
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92 %!error lognpdf (ones (2), ones (3), ones (2)) |
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93 %!error lognpdf (ones (2), ones (2), ones (3)) |
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94 %!error lognpdf (i, 2, 2) |
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95 %!error lognpdf (2, i, 2) |
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96 %!error lognpdf (2, 2, i) |
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97 |