;;; PLT Scheme Science Collection ;;; random-distributions/chi-squared.ss ;;; Copyright (c) 2004-2006 M. Douglas Williams ;;; ;;; This library is free software; you can redistribute it and/or ;;; modify it under the terms of the GNU Lesser General Public ;;; License as published by the Free Software Foundation; either ;;; version 2.1 of the License, or (at your option) any later version. ;;; ;;; This library 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 ;;; Lesser General Public License for more details. ;;; ;;; You should have received a copy of the GNU Lesser General Public ;;; License along with this library; if not, write to the Free ;;; Software Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA ;;; 02111-1307 USA. ;;; ;;; ------------------------------------------------------------------- ;;; ;;; This module implements the chi-squared distribution. It is based ;;; on the Ranfom Number Distributions in the GNU Scientific ;;; Library. ;;; ;;; Version Date Description ;;; 1.0.0 09/28/04 Marked as ready for Release 1.0 Added ;;; contracts for functions. (Doug Williams) ;;; 1.1.0 02/08/06 Added cdf. (Doug Williams) (module chi-squared mzscheme (require (lib "contract.ss")) (provide/contract (random-chi-squared (case-> (-> random-source? real? (>=/c 0.0)) (-> real? (>=/c 0.0)))) (chi-squared-pdf (-> real? real? (>=/c 0.0))) (chi-squared-cdf (-> real? real? (real-in 0.0 1.0)))) (require "../random-source.ss") (require "../special-functions/gamma.ss") (require "gamma.ss") ;; random-chi-squared: random-source x real -> real ;; This function returns a random variate from the chi-squared ;; distribution with nu degrees of freedom. (define random-chi-squared (case-lambda ((r nu) (* 2.0 (random-gamma r (/ nu 2.0) 1.0))) ((nu) (random-chi-squared (current-random-source) nu)))) ;; chi-squared-pdf: real x real -> real ;; This function computes the probability density p(x) at x for the ;; chi-squared distribution with nu degrees of freedom. (define (chi-squared-pdf x nu) (if (<= x 0.0) 0.0 (let ((lngamma-val (lngamma (/ nu 2.0)))) (/ (exp (- (* (- (/ nu 2.0) 1.0) (log (/ x 2.0))) (/ x 2.0) lngamma-val)) 2.0)))) ;; chi-squared-cdf: real x real -> real ;; This function computes the cummulative density d(x) at x for the ;;; chi-squared distribution with nu degrees of freedom. (define (chi-squared-cdf x nu) (gamma-cdf x (/ nu 2.0) 2.0)) )