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@stdlib/stats

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Standard library statistical functions.

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/** * @license Apache-2.0 * * Copyright (c) 2022 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 degenerate = require( './../../../../../base/dists/degenerate/logcdf' ).factory; var nlogcdf = require( './../../../../../base/dists/normal/logcdf' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var ln = require( '@stdlib/math/base/special/ln' ); var NINF = require( '@stdlib/constants/float64/ninf' ); // MAIN // /** * Returns a function for evaluating the natural logarithm of the cumulative distribution function (CDF) for a lognormal distribution. * * @param {number} mu - mean * @param {NonNegativeNumber} sigma - standard deviation * @returns {Function} logcdf * * @example * var logcdf = factory( 10.0, 2.0 ); * var y = logcdf( 10.0 ); * // returns ~-9.732 * * y = logcdf( 5.0 ); * // returns ~-11.203 */ function factory( mu, sigma ) { if ( isnan( mu ) || isnan( sigma ) || sigma < 0.0 ) { return constantFunction( NaN ); } if ( sigma === 0.0 ) { return degenerate( mu ); } return logcdf; /** * Evaluates the natural logarithm of the cumulative distribution function (CDF) for a lognormal distribution. * * @private * @param {number} x - input value * @returns {number} evaluated logcdf * * @example * var y = logcdf( -3.14 ); * // returns <number> */ function logcdf( x ) { var lx = ( x <= 0.0 ) ? NINF : ln( x ); return nlogcdf( lx, mu, sigma ); } } // EXPORTS // module.exports = factory;