@stdlib/stats
Version:
Standard library statistical functions.
88 lines (78 loc) • 1.88 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.
*/
'use strict';
// MODULES //
var isnan = require( '@stdlib/math/base/assert/is-nan' );
var erfc = require( '@stdlib/math/base/special/erfc' );
var sqrt = require( '@stdlib/math/base/special/sqrt' );
// MAIN //
/**
* Evaluates the cumulative distribution function (CDF) for a Lévy distribution with location parameter `mu` and scale parameter `c` at value `x`.
*
* @param {number} x - input value
* @param {number} mu - location parameter
* @param {PositiveNumber} c - scale parameter
* @returns {Probability} evaluated CDF
*
* @example
* var y = cdf( 2.0, 0.0, 1.0 );
* // returns ~0.48
*
* @example
* var y = cdf( 12.0, 10.0, 3.0 );
* // returns ~0.221
*
* @example
* var y = cdf( 9.0, 10.0, 3.0 );
* // returns 0.0
*
* @example
* var y = cdf( NaN, 0.0, 1.0 );
* // returns NaN
*
* @example
* var y = cdf( 2, NaN, 1.0 );
* // returns NaN
*
* @example
* var y = cdf( 2.0, 0.0, NaN );
* // returns NaN
*
* @example
* // Negative scale parameter:
* var y = cdf( 2.0, 0.0, -1.0 );
* // returns NaN
*/
function cdf( x, mu, c ) {
var z;
if (
isnan( x ) ||
isnan( mu ) ||
isnan( c ) ||
c <= 0.0
) {
return NaN;
}
if ( x < mu ) {
return 0.0;
}
z = sqrt( c / ( 2.0 * ( x-mu ) ) );
return erfc( z );
}
// EXPORTS //
module.exports = cdf;