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view scripts/statistics/distributions/gaminv.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 |
parents | 4e307c55a2b5 |
children |
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## Copyright (C) 2012 Rik Wehbring ## Copyright (C) 1995-2015 Kurt Hornik ## ## This file is part of Octave. ## ## Octave is free software; you can redistribute it and/or modify it ## under the terms of the GNU General Public License as published by ## the Free Software Foundation; either version 3 of the License, or (at ## your option) any later version. ## ## Octave is distributed in the hope that it will be useful, but ## WITHOUT ANY WARRANTY; without even the implied warranty of ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU ## General Public License for more details. ## ## You should have received a copy of the GNU General Public License ## along with Octave; see the file COPYING. If not, see ## <http://www.gnu.org/licenses/>. ## -*- texinfo -*- ## @deftypefn {Function File} {} gaminv (@var{x}, @var{a}, @var{b}) ## For each element of @var{x}, compute the quantile (the inverse of the CDF) ## at @var{x} of the Gamma distribution with shape parameter @var{a} and ## scale @var{b}. ## @end deftypefn ## Author: KH <Kurt.Hornik@wu-wien.ac.at> ## Description: Quantile function of the Gamma distribution function inv = gaminv (x, a, b) if (nargin != 3) print_usage (); endif if (! isscalar (a) || ! isscalar (b)) [retval, x, a, b] = common_size (x, a, b); if (retval > 0) error ("gaminv: X, A, and B must be of common size or scalars"); endif endif if (iscomplex (x) || iscomplex (a) || iscomplex (b)) error ("gaminv: X, A, and B must not be complex"); endif if (isa (x, "single") || isa (a, "single") || isa (b, "single")) inv = zeros (size (x), "single"); else inv = zeros (size (x)); endif k = ((x < 0) | (x > 1) | isnan (x) | !(a > 0) | !(a < Inf) | !(b > 0) | !(b < Inf)); inv(k) = NaN; k = (x == 1) & (a > 0) & (a < Inf) & (b > 0) & (b < Inf); inv(k) = Inf; k = find ((x > 0) & (x < 1) & (a > 0) & (a < Inf) & (b > 0) & (b < Inf)); if (! isempty (k)) if (! isscalar (a) || ! isscalar (b)) a = a(k); b = b(k); y = a .* b; else y = a * b * ones (size (k)); endif x = x(k); if (isa (x, "single")) myeps = eps ("single"); else myeps = eps; endif l = find (x < myeps); if (any (l)) y(l) = sqrt (myeps) * ones (length (l), 1); endif y_new = y; loopcnt = 0; do y_old = y_new; h = (gamcdf (y_old, a, b) - x) ./ gampdf (y_old, a, b); y_new = y_old - h; ind = find (y_new <= myeps); if (any (ind)) y_new(ind) = y_old(ind) / 10; h = y_old - y_new; endif until (max (abs (h)) < sqrt (myeps) || ++loopcnt == 40) if (loopcnt == 40) warning ("gaminv: calculation failed to converge for some values"); endif inv(k) = y_new; endif endfunction %!shared x %! x = [-1 0 0.63212055882855778 1 2]; %!assert (gaminv (x, ones (1,5), ones (1,5)), [NaN 0 1 Inf NaN], eps) %!assert (gaminv (x, 1, ones (1,5)), [NaN 0 1 Inf NaN], eps) %!assert (gaminv (x, ones (1,5), 1), [NaN 0 1 Inf NaN], eps) %!assert (gaminv (x, [1 -Inf NaN Inf 1], 1), [NaN NaN NaN NaN NaN]) %!assert (gaminv (x, 1, [1 -Inf NaN Inf 1]), [NaN NaN NaN NaN NaN]) %!assert (gaminv ([x(1:2) NaN x(4:5)], 1, 1), [NaN 0 NaN Inf NaN]) ## Test class of input preserved %!assert (gaminv ([x, NaN], 1, 1), [NaN 0 1 Inf NaN NaN], eps) %!assert (gaminv (single ([x, NaN]), 1, 1), single ([NaN 0 1 Inf NaN NaN]), eps ("single")) %!assert (gaminv ([x, NaN], single (1), 1), single ([NaN 0 1 Inf NaN NaN]), eps ("single")) %!assert (gaminv ([x, NaN], 1, single (1)), single ([NaN 0 1 Inf NaN NaN]), eps ("single")) ## Test input validation %!error gaminv () %!error gaminv (1) %!error gaminv (1,2) %!error gaminv (1,2,3,4) %!error gaminv (ones (3), ones (2), ones (2)) %!error gaminv (ones (2), ones (3), ones (2)) %!error gaminv (ones (2), ones (2), ones (3)) %!error gaminv (i, 2, 2) %!error gaminv (2, i, 2) %!error gaminv (2, 2, i)