Blame randist/poisson.c

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/* randist/poisson.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_sf_gamma.h>
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#include <gsl/gsl_rng.h>
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#include <gsl/gsl_randist.h>
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/* The poisson distribution has the form
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   p(n) = (mu^n / n!) exp(-mu) 
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   for n = 0, 1, 2, ... . The method used here is the one from Knuth. */
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unsigned int
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gsl_ran_poisson (const gsl_rng * r, double mu)
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{
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  double emu;
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  double prod = 1.0;
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  unsigned int k = 0;
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  while (mu > 10)
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    {
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      unsigned int m = mu * (7.0 / 8.0);
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      double X = gsl_ran_gamma_int (r, m);
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      if (X >= mu)
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        {
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          return k + gsl_ran_binomial (r, mu / X, m - 1);
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        }
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      else
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        {
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          k += m;
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          mu -= X; 
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        }
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    }
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  /* This following method works well when mu is small */
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  emu = exp (-mu);
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  do
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    {
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      prod *= gsl_rng_uniform (r);
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      k++;
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    }
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  while (prod > emu);
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  return k - 1;
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}
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void
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gsl_ran_poisson_array (const gsl_rng * r, size_t n, unsigned int array[],
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                       double mu)
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{
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  size_t i;
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  for (i = 0; i < n; i++)
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    {
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      array[i] = gsl_ran_poisson (r, mu);
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    }
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  return;
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}
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double
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gsl_ran_poisson_pdf (const unsigned int k, const double mu)
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{
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  double p;
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  double lf = gsl_sf_lnfact (k); 
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  p = exp (log (mu) * k - lf - mu);
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  return p;
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}