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/* randist/beta.c
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*
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* Copyright (C) 1996, 1997, 1998, 1999, 2000, 2007 James Theiler, Brian Gough
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*
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* This program is free software; you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation; either version 3 of the License, or (at
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* your option) any later version.
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*
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* This program is distributed in the hope that it will be useful, but
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* WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with this program; if not, write to the Free Software
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* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
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*/
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#include <config.h>
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#include <math.h>
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#include <gsl/gsl_math.h>
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#include <gsl/gsl_rng.h>
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#include <gsl/gsl_randist.h>
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#include <gsl/gsl_sf_gamma.h>
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/* The beta distribution has the form
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p(x) dx = (Gamma(a + b)/(Gamma(a) Gamma(b))) x^(a-1) (1-x)^(b-1) dx
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The method used here is the one described in Knuth */
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double
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gsl_ran_beta (const gsl_rng * r, const double a, const double b)
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{
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if ( (a <= 1.0) && (b <= 1.0) )
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{
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double U, V, X, Y;
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while (1)
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{
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U = gsl_rng_uniform_pos(r);
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V = gsl_rng_uniform_pos(r);
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X = pow(U, 1.0/a);
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Y = pow(V, 1.0/b);
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if ((X + Y ) <= 1.0)
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{
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if (X + Y > 0)
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{
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return X/ (X + Y);
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}
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else
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{
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double logX = log(U)/a;
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double logY = log(V)/b;
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double logM = logX > logY ? logX: logY;
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logX -= logM;
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logY -= logM;
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return exp(logX - log(exp(logX) + exp(logY)));
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}
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}
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}
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}
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else
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{
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double x1 = gsl_ran_gamma (r, a, 1.0);
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double x2 = gsl_ran_gamma (r, b, 1.0);
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return x1 / (x1 + x2);
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}
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}
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double
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gsl_ran_beta_pdf (const double x, const double a, const double b)
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{
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if (x < 0 || x > 1)
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{
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return 0 ;
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}
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else
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{
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double p;
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double gab = gsl_sf_lngamma (a + b);
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double ga = gsl_sf_lngamma (a);
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double gb = gsl_sf_lngamma (b);
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if (x == 0.0 || x == 1.0)
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{
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if (a > 1.0 && b > 1.0)
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{
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p = 0.0;
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}
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else
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{
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p = exp (gab - ga - gb) * pow (x, a - 1) * pow (1 - x, b - 1);
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}
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}
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else
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{
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p = exp (gab - ga - gb + log(x) * (a - 1) + log1p(-x) * (b - 1));
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}
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return p;
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}
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}
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