mgf.js (1833B)
1 /** 2 * @license Apache-2.0 3 * 4 * Copyright (c) 2018 The Stdlib Authors. 5 * 6 * Licensed under the Apache License, Version 2.0 (the "License"); 7 * you may not use this file except in compliance with the License. 8 * You may obtain a copy of the License at 9 * 10 * http://www.apache.org/licenses/LICENSE-2.0 11 * 12 * Unless required by applicable law or agreed to in writing, software 13 * distributed under the License is distributed on an "AS IS" BASIS, 14 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 15 * See the License for the specific language governing permissions and 16 * limitations under the License. 17 */ 18 19 'use strict'; 20 21 // MODULES // 22 23 var isProbability = require( '@stdlib/math/base/assert/is-probability' ); 24 var isnan = require( '@stdlib/math/base/assert/is-nan' ); 25 var exp = require( '@stdlib/math/base/special/exp' ); 26 var ln = require( '@stdlib/math/base/special/ln' ); 27 28 29 // MAIN // 30 31 /** 32 * Evaluates the moment-generating function (MGF) for a geometric distribution with success probability `p` at a value `t`. 33 * 34 * @param {number} t - input value 35 * @param {Probability} p - success probability 36 * @returns {number} evaluated MGF 37 * 38 * @example 39 * var y = mgf( 0.2, 0.5 ); 40 * // returns ~1.569 41 * 42 * @example 43 * var y = mgf( 0.4, 0.5 ); 44 * // returns ~2.936 45 * 46 * @example 47 * // Case: t >= -ln(1-p) 48 * var y = mgf( 0.8, 0.5 ); 49 * // returns NaN 50 * 51 * @example 52 * var y = mgf( NaN, 0.0 ); 53 * // returns NaN 54 * 55 * @example 56 * var y = mgf( 0.0, NaN ); 57 * // returns NaN 58 * 59 * @example 60 * var y = mgf( -2.0, -1.0 ); 61 * // returns NaN 62 * 63 * @example 64 * var y = mgf( 0.2, 2.0 ); 65 * // returns NaN 66 */ 67 function mgf( t, p ) { 68 var et; 69 var q; 70 if ( isnan( t ) || !isProbability( p ) ) { 71 return NaN; 72 } 73 q = 1.0 - p; 74 if ( t >= -ln( q ) ) { 75 return NaN; 76 } 77 et = exp( t ); 78 return ( p * et ) / ( 1.0 - (q * et) ); 79 } 80 81 82 // EXPORTS // 83 84 module.exports = mgf;