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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 abs = require( '@stdlib/math/base/special/abs' ); var ln = require( '@stdlib/math/base/special/ln' ); // MAIN // /** * Evaluates the logarithm of the probability density function (PDF) for a Laplace distribution with location parameter `mu` and scale parameter `b` at a value `x`. * * @param {number} x - input value * @param {number} mu - location parameter * @param {PositiveNumber} b - scale parameter * @returns {number} evaluated logPDF * * @example * var y = logpdf( 2.0, 0.0, 1.0 ); * // returns ~-2.693 * * @example * var y = logpdf( -1.0, 2.0, 3.0 ); * // returns ~-2.792 * * @example * var y = logpdf( 2.5, 2.0, 3.0 ); * // returns ~-1.958 * * @example * var y = logpdf( NaN, 0.0, 1.0 ); * // returns NaN * * @example * var y = logpdf( 0.0, NaN, 1.0 ); * // returns NaN * * @example * var y = logpdf( 0.0, 0.0, NaN ); * // returns NaN * * @example * // Negative scale parameter: * var y = logpdf( 2.0, 0.0, -1.0 ); * // returns NaN */ function logpdf( x, mu, b ) { var z; if ( isnan( x ) || isnan( mu ) || isnan( b ) || b <= 0.0 ) { return NaN; } z = ( x - mu ) / b; return -( abs( z ) + ln( 2.0 * b ) ); } // EXPORTS // module.exports = logpdf;