@stdlib/stats
Version:
Standard library statistical functions.
83 lines (71 loc) • 2.08 kB
JavaScript
/**
* @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.
*/
;
// 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;