@stdlib/stats
Version:
Standard library statistical functions.
97 lines (87 loc) • 1.93 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 pow = require( '@stdlib/math/base/special/pow' );
// MAIN //
/**
* Evaluates the moment-generating function (MGF) for a gamma distribution.
*
* @param {number} t - input value
* @param {NonNegativeNumber} alpha - shape parameter
* @param {PositiveNumber} beta - rate parameter
* @returns {number} evaluated MGF
*
* @example
* var y = mgf( 0.5, 0.5, 1.0 );
* // returns ~1.414
*
* @example
* var y = mgf( 0.1, 1.0, 1.0 );
* // returns ~1.111
*
* @example
* var y = mgf( -1.0, 4.0, 2.0 );
* // returns ~0.198
*
* @example
* var y = mgf( NaN, 1.0, 1.0 );
* // returns NaN
*
* @example
* var y = mgf( 0.0, NaN, 1.0 );
* // returns NaN
*
* @example
* var y = mgf( 0.0, 1.0, NaN );
* // returns NaN
*
* @example
* var y = mgf( 2.0, 4.0, 1.0 );
* // returns NaN
*
* @example
* var y = mgf( 2.0, -0.5, 1.0 );
* // returns NaN
*
* @example
* var y = mgf( 2.0, 1.0, 0.0 );
* // returns NaN
*
* @example
* var y = mgf( 2.0, 1.0, -1.0 );
* // returns NaN
*/
function mgf( t, alpha, beta ) {
var base;
if (
isnan( t ) ||
isnan( alpha ) ||
isnan( beta ) ||
alpha < 0.0 ||
beta <= 0.0 ||
t >= beta
) {
return NaN;
}
base = 1.0 - (t / beta);
return pow( base, -alpha );
}
// EXPORTS //
module.exports = mgf;