@stdlib/stats/base/dists/levy/logpdf/lib/main.js

Standard library statistical functions.

/**
* @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 ln = require( '@stdlib/math/base/special/ln' );
var LN_TWO_PI = require( '@stdlib/constants/float64/ln-two-pi' );
var NINF = require( '@stdlib/constants/float64/ninf' );


// MAIN //

/**
* Evaluates the natural logarithm of the probability density function (PDF) for a Lévy distribution with location parameter `mu` and scale parameter `c` at a value `x`.
*
* @param {number} x - input value
* @param {number} mu - location parameter
* @param {PositiveNumber} c - scale parameter
* @returns {number} evaluated logPDF
*
* @example
* var y = logpdf( 2.0, 0.0, 1.0 );
* // returns ~-2.209
*
* @example
* var y = logpdf( -1.0, 4.0, 2.0 );
* // returns -Infinity
*
* @example
* var y = logpdf( NaN, 0.0, 1.0 );
* // returns NaN
*
* @example
* var y = logpdf( 0.0, NaN, 1.0 );
* // returns NaN
*
* @example
* var y = logpdf( 0.0, 0.0, NaN );
* // returns NaN
*
* @example
* // Negative scale parameter:
* var y = logpdf( 2.0, 0.0, -1.0 );
* // returns NaN
*/
function logpdf( x, mu, c ) {
	var z;
	if (
		isnan( x ) ||
		isnan( mu ) ||
		isnan( c ) ||
		c <= 0.0
	) {
		return NaN;
	}
	if ( x <= mu ) {
		return NINF;
	}
	z = x - mu;
	return 0.5 * ( ln( c ) - LN_TWO_PI - ( c/z ) - ( 3.0*ln( z ) ) );
}


// EXPORTS //

module.exports = logpdf;