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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 constantFunction = require( '@stdlib/utils/constant-function' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var exp = require( '@stdlib/math/base/special/exp' ); var erf = require( '@stdlib/math/base/special/erf' ); var SQRT_HALF_PI = require( '@stdlib/constants/float64/sqrt-half-pi' ); var SQRT2 = require( '@stdlib/constants/float64/sqrt-two' ); // MAIN // /** * Returns a function for evaluating the moment-generating function (MGF) of a Rayleigh distribution with scale parameter `sigma`. * * @param {NonNegativeNumber} sigma - scale parameter * @returns {Function} MGF * * @example * var mgf = factory( 0.5 ); * var y = mgf( 1.0 ); * // returns ~2.715 * * y = mgf( 0.5 ); * // returns ~1.888 */ function factory( sigma ) { if ( isnan( sigma ) || sigma < 0.0 ) { return constantFunction( NaN ); } return mgf; /** * Evaluates the moment-generating function (MGF) for a Rayleigh distribution. * * @private * @param {number} t - input value * @returns {number} evaluated MGF * * @example * var y = mgf( 0.5 ); * // returns <number> */ function mgf( t ) { var sigmat; var ret; if ( isnan( t ) ) { return NaN; } sigmat = t * sigma; ret = 1.0 + (sigmat * exp( sigmat*sigmat / 2.0 )); ret *= SQRT_HALF_PI * ( erf( sigmat / SQRT2 ) + 1.0 ); return ret; } } // EXPORTS // module.exports = factory;