#lang racket ;;; Science Collection ;;; random-distributions/chi-squared.rkt ;;; Copyright (c) 2004-2011 M. Douglas Williams ;;; ;;; This file is part of the Science Collection. ;;; ;;; The Science Collection 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 3 of the License ;;; or (at your option) any later version. ;;; ;;; The Science Collection is distributed in the hope that it will be useful, ;;; but WITHOUT 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 the Science Collection. If not, see ;;; <http://www.gnu.org/licenses/>. ;;; ;;; ------------------------------------------------------------------- ;;; ;;; 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) ;;; 2.0.0 11/19/07 Added unchecked versions of functions and ;;; getting ready for PLT Scheme 4.0 (Doug Williams) ;;; 3.0.0 06/09/08 Changes required for V4.0. (Doug Williams) ;;; 4.0.0 08/16/11 Changed the header and restructured the code. (MDW) ;;; 4.1.0 10/11/11 Added the cdf-Q function. (MDW) (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 (unchecked-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 (unchecked-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-P x nu) (unchecked-gamma-cdf-P x (/ nu 2.0) 2.0)) (define (chi-squared-cdf-Q x nu) (unchecked-gamma-cdf-Q x (/ nu 2.0) 2.0)) (define chi-squared-cdf chi-squared-cdf-P) ;;; Module Contracts (provide (rename-out (random-chi-squared unchecked-random-chi-squared) (chi-squared-pdf unchecked-chi-squared-pdf) (chi-squared-cdf-P unchecked-chi-squared-cdf-P) (chi-squared-cdf-Q unchecked-chi-squared-cdf-Q) (chi-squared-cdf unchecked-chi-squared-cdf))) (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-P (-> real? real? (real-in 0.0 1.0))) (chi-squared-cdf-Q (-> real? real? (real-in 0.0 1.0))) (chi-squared-cdf (-> real? real? (real-in 0.0 1.0))))