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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' ); var PI = require( '@stdlib/constants/float64/pi' ); // MAIN // /** * Evaluates the probability density function (PDF) for a Cauchy distribution with location parameter `x0` and scale parameter `gamma` at a value `x`. * * @param {number} x - input value * @param {number} x0 - location parameter * @param {PositiveNumber} gamma - scale parameter * @returns {number} evaluated PDF * * @example * var y = pdf( 2.0, 1.0, 1.0 ); * // returns ~0.159 * * @example * var y = pdf( 4.0, 3.0, 0.1 ); * // returns ~0.0315 * * @example * var y = pdf( 4.0, 3.0, 3.0 ); * // returns ~0.095 * * @example * var y = pdf( NaN, 1.0, 1.0 ); * // returns NaN * * @example * var y = pdf( 2.0, NaN, 1.0 ); * // returns NaN * * @example * var y = pdf( 2.0, 1.0, NaN ); * // returns NaN * * @example * // Negative scale parameter: * var y = pdf( 2.0, 1.0, -2.0 ); * // returns NaN */ function pdf( x, x0, gamma ) { var denom; if ( isnan( x ) || isnan( gamma ) || isnan( x0 ) || gamma <= 0.0 ) { return NaN; } denom = PI * gamma * ( 1.0 + pow( (x-x0)/gamma, 2.0 ) ); return 1.0 / denom; } // EXPORTS // module.exports = pdf;