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* @license Apache-2.0
*
* Copyright (c) 2021 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 constantFunction = require( '@stdlib/utils/constant-function' );
var degenerate = require( '@stdlib/stats/base/dists/degenerate/logcdf' ).factory;
var gammainc = require( '@stdlib/math/base/special/gammainc' );
var isnan = require( '@stdlib/math/base/assert/is-nan' );
var PINF = require( '@stdlib/constants/float64/pinf' );
var NINF = require( '@stdlib/constants/float64/ninf' );
var ln = require( '@stdlib/math/base/special/ln' );
// MAIN //
/**
* Returns a function for evaluating the logarithm of the cumulative distribution function (CDF) for a gamma distribution with shape parameter `alpha` and rate parameter `beta`.
*
* @param {NonNegativeNumber} alpha - shape parameter
* @param {PositiveNumber} beta - rate parameter
* @returns {Function} logCDF
*
* @example
* var logcdf = factory( 3.0, 1.5 );
*
* var y = logcdf( 1.0 );
* // returns ~-1.655
*
* y = logcdf( 4.0 );
* // returns ~-0.06
*/
function factory( alpha, beta ) {
if (
isnan( alpha ) ||
isnan( beta ) ||
alpha < 0.0 ||
beta <= 0.0
) {
return constantFunction( NaN );
}
if ( alpha === 0.0 ) {
return degenerate( 0.0 );
}
return logcdf;
/**
* Evaluates the logarithm of the cumulative distribution function (CDF) for a gamma distribution.
*
* @private
* @param {number} x - input value
* @returns {number} evaluated logCDF
*
* @example
* var y = logcdf( 2.0 );
* // returns <number>
*/
function logcdf( x ) {
if ( x <= 0.0 ) {
return NINF;
}
if ( x === PINF ) {
return 0.0;
}
return ln( gammainc( x * beta, alpha ) );
}
}
// EXPORTS //
module.exports = factory;
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