UNPKG

@stdlib/stats

Version:

Standard library statistical functions.

80 lines (69 loc) 1.95 kB
/** * @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 sqrt = require( '@stdlib/math/base/special/sqrt' ); var exp = require( '@stdlib/math/base/special/exp' ); var pow = require( '@stdlib/math/base/special/pow' ); var TWO_PI = require( '@stdlib/constants/float64/two-pi' ); // MAIN // /** * Returns a function for evaluating the probability density function (PDF) for a Lévy distribution. * * @param {number} mu - location parameter * @param {PositiveNumber} c - scale parameter * @returns {Function} PDF * * @example * var pdf = factory( 10.0, 2.0 ); * var y = pdf( 11.0 ); * // returns ~0.208 * * y = pdf( 10.0 ); * // returns 0.0 */ function factory( mu, c ) { if ( isnan( mu ) || isnan( c ) || c <= 0.0 ) { return constantFunction( NaN ); } return pdf; /** * Evaluates the probability density function (PDF) for a Lévy distribution. * * @private * @param {number} x - input value * @returns {number} evaluated PDF * * @example * var y = pdf( -1.2 ); * // returns <number> */ function pdf( x ) { if ( isnan( x ) ) { return NaN; } if ( x <= mu ) { return 0.0; } return sqrt( c/TWO_PI ) * exp( -c / ( 2.0*(x-mu) ) ) / pow( x-mu, 1.5 ); } } // EXPORTS // module.exports = factory;