#lang racket ;;; Science Collection ;;; random-distributions/beta.rkt ;;; Copyright (c) 2004-2010 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 modules provides the implementation of the beta distribution. It is ;;; based on the Random Number Distributions in the GNU Scientific Library (GSL). ;;; ;;; Version Date Description ;;; 1.0.0 09/28/04 Marked as ready for Release 1.0. Added contracts for ;;; functions. (MDW) ;;; 1.1.0 02/08/06 Added cdf. (MDW) ;;; 2.0.0 11/19/07 Added unchecked versions of functions and getting ready ;;; for PLT Scheme 4.0 (MDW) ;;; 3.0.0 06/09/08 Changes requred for V4.0. (MDW) ;;; 4.0.0 06/11/10 Changed the header and restructured the code. (MDW) (require "../random-source.rkt" "../special-functions/gamma.rkt" "gamma.rkt" "cdf-beta-inc.rkt") ;;; random-beta: random-source x real x real -> real ;;; random-beta: real x real -> real ;;; These functions return a random variate from the beta distribution ;;; with parameters a and b. (define random-beta (case-lambda ((r a b) (let ((x1 (unchecked-random-gamma r a 1.0)) (x2 (unchecked-random-gamma r b 1.0))) (/ x1 (+ x1 x2)))) ((a b) (random-beta (current-random-source) a b)))) ;;; beta-pdf: real x real x real -> real ;;; This function computes the probability density for the beta ;;; distribution with parameters a and b. (define (beta-pdf x a b) (if (or (< x 0.0) (> x 1.0)) 0.0 (let ((gab (unchecked-lngamma (+ a b))) (ga (unchecked-lngamma a)) (gb (unchecked-lngamma b))) (* (exp (- gab ga gb)) (expt x (- a 1.0)) (expt (- 1.0 x) (- b 1.0)))))) ;;; beta-cdf: real x real x real -> real ;;; This function computes the cummulative probability density for ;;; the beta distribution with parameters a and b. (define (beta-cdf-P x a b) (cond ((< x 0.0) 0.0) ((>= x 1.0) 1.0) (else (beta-inc-axpy 1.0 0.0 a b x)))) (define (beta-cdf-Q x a b) (cond ((>= x 1.0) 0.0) ((<= x 0.0) 1.0) (else (beta-inc-axpy -1.0 1.0 a b x)))) (define beta-cdf beta-cdf-P) ;;; Module Contracts (provide (rename-out (random-beta unchecked-random-beta) (beta-pdf unchecked-beta-pdf) (beta-cdf-P unchecked-beta-cdf-P) (beta-cdf-Q unchecked-beta-cdf-Q) (beta-cdf unchecked-beta-cdf))) (provide/contract (random-beta (case-> (-> random-source? real? real? (real-in 0.0 1.0)) (-> real? real? (real-in 0.0 1.0)))) (beta-pdf (-> real? real? real? (>=/c 0.0))) (beta-cdf-P (-> real? real? real? (real-in 0.0 1.0))) (beta-cdf-Q (-> real? real? real? (real-in 0.0 1.0))) (beta-cdf (-> real? real? real? (real-in 0.0 1.0))))