gsl_randist__tdist.c 2.1 KB

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  1. /* randist/tdist.c
  2. *
  3. * Copyright (C) 1996, 1997, 1998, 1999, 2000, 2007 James Theiler, Brian Gough
  4. *
  5. * This program is free software; you can redistribute it and/or modify
  6. * it under the terms of the GNU General Public License as published by
  7. * the Free Software Foundation; either version 3 of the License, or (at
  8. * your option) any later version.
  9. *
  10. * This program is distributed in the hope that it will be useful, but
  11. * WITHOUT ANY WARRANTY; without even the implied warranty of
  12. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
  13. * General Public License for more details.
  14. *
  15. * You should have received a copy of the GNU General Public License
  16. * along with this program; if not, write to the Free Software
  17. * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
  18. */
  19. #include "gsl__config.h"
  20. #include <math.h>
  21. #include "gsl_math.h"
  22. #include "gsl_sf_gamma.h"
  23. #include "gsl_rng.h"
  24. #include "gsl_randist.h"
  25. /* The t-distribution has the form
  26. p(x) dx = (Gamma((nu + 1)/2)/(sqrt(pi nu) Gamma(nu/2))
  27. * (1 + (x^2)/nu)^-((nu + 1)/2) dx
  28. The method used here is the one described in Knuth */
  29. double
  30. gsl_ran_tdist (const gsl_rng * r, const double nu)
  31. {
  32. if (nu <= 2)
  33. {
  34. double Y1 = gsl_ran_ugaussian (r);
  35. double Y2 = gsl_ran_chisq (r, nu);
  36. double t = Y1 / sqrt (Y2 / nu);
  37. return t;
  38. }
  39. else
  40. {
  41. double Y1, Y2, Z, t;
  42. do
  43. {
  44. Y1 = gsl_ran_ugaussian (r);
  45. Y2 = gsl_ran_exponential (r, 1 / (nu/2 - 1));
  46. Z = Y1 * Y1 / (nu - 2);
  47. }
  48. while (1 - Z < 0 || exp (-Y2 - Z) > (1 - Z));
  49. /* Note that there is a typo in Knuth's formula, the line below
  50. is taken from the original paper of Marsaglia, Mathematics of
  51. Computation, 34 (1980), p 234-256 */
  52. t = Y1 / sqrt ((1 - 2 / nu) * (1 - Z));
  53. return t;
  54. }
  55. }
  56. double
  57. gsl_ran_tdist_pdf (const double x, const double nu)
  58. {
  59. double p;
  60. double lg1 = gsl_sf_lngamma (nu / 2);
  61. double lg2 = gsl_sf_lngamma ((nu + 1) / 2);
  62. p = ((exp (lg2 - lg1) / sqrt (M_PI * nu))
  63. * pow ((1 + x * x / nu), -(nu + 1) / 2));
  64. return p;
  65. }