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@stdlib/stats

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Standard library statistical functions.

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/** * @license Apache-2.0 * * Copyright (c) 2018 The Stdlib Authors. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ 'use strict'; // MODULES // var isnan = require( '@stdlib/math/base/assert/is-nan' ); var pow = require( '@stdlib/math/base/special/pow' ); // MAIN // /** * Evaluates the moment-generating function (MGF) for a gamma distribution. * * @param {number} t - input value * @param {NonNegativeNumber} alpha - shape parameter * @param {PositiveNumber} beta - rate parameter * @returns {number} evaluated MGF * * @example * var y = mgf( 0.5, 0.5, 1.0 ); * // returns ~1.414 * * @example * var y = mgf( 0.1, 1.0, 1.0 ); * // returns ~1.111 * * @example * var y = mgf( -1.0, 4.0, 2.0 ); * // returns ~0.198 * * @example * var y = mgf( NaN, 1.0, 1.0 ); * // returns NaN * * @example * var y = mgf( 0.0, NaN, 1.0 ); * // returns NaN * * @example * var y = mgf( 0.0, 1.0, NaN ); * // returns NaN * * @example * var y = mgf( 2.0, 4.0, 1.0 ); * // returns NaN * * @example * var y = mgf( 2.0, -0.5, 1.0 ); * // returns NaN * * @example * var y = mgf( 2.0, 1.0, 0.0 ); * // returns NaN * * @example * var y = mgf( 2.0, 1.0, -1.0 ); * // returns NaN */ function mgf( t, alpha, beta ) { var base; if ( isnan( t ) || isnan( alpha ) || isnan( beta ) || alpha < 0.0 || beta <= 0.0 || t >= beta ) { return NaN; } base = 1.0 - (t / beta); return pow( base, -alpha ); } // EXPORTS // module.exports = mgf;