@stdlib/stats
Version:
Standard library statistical functions.
84 lines (73 loc) • 2.05 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 isNonNegativeInteger = require( '@stdlib/math/base/assert/is-nonnegative-integer' );
var constantFunction = require( '@stdlib/utils/constant-function' );
var isnan = require( '@stdlib/math/base/assert/is-nan' );
var ibetaDerivative = require( './ibeta_derivative.js' );
// MAIN //
/**
* Returns a function for evaluating the probability mass function (PMF) for a negative binomial distribution with number of successes until experiment is stopped `r` and success probability `p`.
*
* @param {PositiveNumber} r - number of successes until experiment is stopped
* @param {Probability} p - success probability
* @returns {Function} PMF
*
* @example
* var pmf = factory( 10, 0.5 );
* var y = pmf( 3.0 );
* // returns ~0.027
*
* y = pmf( 5.0 );
* // returns ~0.061
*/
function factory( r, p ) {
if (
isnan( r ) ||
isnan( p ) ||
r <= 0.0 ||
p <= 0.0 ||
p > 1.0
) {
return constantFunction( NaN );
}
return pmf;
/**
* Evaluates the probability mass function (PMF) for a negative binomial distribution.
*
* @private
* @param {number} x - input value
* @returns {Probability} evaluated PMF
*
* @example
* var y = pmf( 2.0 );
* // returns <number>
*/
function pmf( x ) {
if ( isnan( x ) ) {
return NaN;
}
if ( !isNonNegativeInteger( x ) ) {
return 0.0;
}
return ( p / ( r + x ) ) * ibetaDerivative( p, r, x + 1.0 );
}
}
// EXPORTS //
module.exports = factory;