@stdlib/stats
Version:
Standard library statistical functions.
81 lines (70 loc) • 1.94 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 degenerate = require( './../../../../../base/dists/degenerate/cdf' ).factory;
var isnan = require( '@stdlib/math/base/assert/is-nan' );
var exp = require( '@stdlib/math/base/special/exp' );
// MAIN //
/**
* Returns a function for evaluating the cumulative distribution function (CDF) for a logistic distribution with location parameter `mu` and scale parameter `s`.
*
* @param {number} mu - location parameter
* @param {NonNegativeNumber} s - scale parameter
* @returns {Function} CDF
*
* @example
* var cdf = factory( 3.0, 1.5 );
*
* var y = cdf( 1.0 );
* // returns ~0.209
*
* y = cdf( 4.0 );
* // returns ~0.661
*/
function factory( mu, s ) {
if ( isnan( mu ) || isnan( s ) || s < 0.0 ) {
return constantFunction( NaN );
}
if ( s === 0.0 ) {
return degenerate( mu );
}
return cdf;
/**
* Evaluates the cumulative distribution function (CDF) for a logistic distribution.
*
* @private
* @param {number} x - input value
* @returns {Probability} evaluated CDF
*
* @example
* var y = cdf( 2.0 );
* // returns <number>
*/
function cdf( x ) {
var z;
if ( isnan( x ) ) {
return NaN;
}
z = ( x - mu ) / s;
return 1.0 / ( 1.0 + exp( -z ) );
}
}
// EXPORTS //
module.exports = factory;