@stdlib/stats
Version:
Standard library statistical functions.
82 lines (71 loc) • 2.03 kB
JavaScript
/**
* @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.
*/
;
// MODULES //
var constantFunction = require( '@stdlib/utils/constant-function' );
var isnan = require( '@stdlib/math/base/assert/is-nan' );
var expm1 = require( '@stdlib/math/base/special/expm1' );
var log1p = require( '@stdlib/math/base/special/log1p' );
var LNHALF = require( '@stdlib/constants/float64/ln-half' );
// MAIN //
/**
* Returns a function for evaluating the logarithm of the cumulative distribution function (CDF) for a Laplace distribution with location parameter `mu` and scale parameter `b`.
*
* @param {number} mu - location parameter
* @param {PositiveNumber} b - scale parameter
* @returns {Function} logCDF
*
* @example
* var logcdf = factory( 3.0, 1.5 );
*
* var y = logcdf( 1.0 );
* // returns ~-2.026
*
* y = logcdf( 4.0 );
* // returns ~-0.297
*/
function factory( mu, b ) {
if ( isnan( mu ) || isnan( b ) || b <= 0.0 ) {
return constantFunction( NaN );
}
return logcdf;
/**
* Evaluates the logarithm of the cumulative distribution function (CDF) for a Laplace distribution.
*
* @private
* @param {number} x - input value
* @returns {number} evaluated logCDF
*
* @example
* var y = logcdf( 2.0 );
* // returns <number>
*/
function logcdf( x ) {
var z;
if ( isnan( x ) ) {
return NaN;
}
z = ( x - mu ) / b;
if ( x < mu ) {
return LNHALF + z;
}
return LNHALF + log1p( -expm1( -z ) );
}
}
// EXPORTS //
module.exports = factory;