#lang racket ;;; Science Collection ;;; random-distributions/exponential.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 code in based on the Random Number Distributions in the GNU ;;; Scientific Library (GSL). ;;; ;;; Version Date Description ;;; 0.9.0 08/07/04 This is the initial release of the exponential ;;; distribution routines ported from GSL. (Doug ;;; Williams) ;;; 1.0.0 09/28/04 Marked as ready for Release 1.0. Added ;;; contracts for functions. (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.rkt" "../math.rkt") ;;; random-exponential: random-source x real -> real ;;; random-exponential: real -> real ;; This function returns a random variate from the exponential ;; distribution with mean mu. (define random-exponential (case-lambda ((r mu) (let ((u (unchecked-random-uniform r))) (* (- mu) (log u)))) ((mu) (random-exponential (current-random-source) mu)))) ;;; exponential-pdf: real x real -> real ;;; This function computes the probability density p(x) at x for an ;;; exponential distribution with mean mu. (define (exponential-pdf x mu) (if (< x 0.0) 0.0 (/ (exp (/ (- x) mu)) mu))) ;;; exponential-cdf: real x real -> real ;;; This function computer the cummulative density d(x) at x for an ;;; exponential distribution with mean mu. (define (exponential-cdf-P x mu) (if (< x 0.0) 0.0 (- (expm1 (/ (- x) mu))))) (define (exponential-cdf-Q x mu) (if (< x 0.0) 1.0 (exp (/ (- x) mu)))) (define exponential-cdf exponential-cdf-P) ;;; Module Contracts (provide (rename-out (random-exponential unchecked-random-exponential) (exponential-pdf unchecked-exponential-pdf) (exponential-cdf unchecked-exponential-cdf-P) (exponential-cdf unchecked-exponential-cdf-Q) (exponential-cdf unchecked-exponential-cdf))) (provide/contract (random-exponential (case-> (-> random-source? (>/c 0.0) (>=/c 0.0)) (-> (>/c 0.0) (>=/c 0.0)))) (exponential-pdf (-> real? (>/c 0.0) (>=/c 0.0))) (exponential-cdf-P (-> real? (>/c 0.0) (real-in 0.0 1.0))) (exponential-cdf-Q (-> real? (>/c 0.0) (real-in 0.0 1.0))) (exponential-cdf (-> real? (>/c 0.0) (real-in 0.0 1.0))))