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* @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 constantFunction = require( '@stdlib/utils/constant-function' );
var degenerate = require( '@stdlib/stats/base/dists/degenerate/logcdf' ).factory;
var expm1 = require( '@stdlib/math/base/special/expm1' );
var isnan = require( '@stdlib/math/base/assert/is-nan' );
var log1p = require( '@stdlib/math/base/special/log1p' );
var exp = require( '@stdlib/math/base/special/exp' );
var pow = require( '@stdlib/math/base/special/pow' );
var ln = require( '@stdlib/math/base/special/ln' );
var LNHALF = require( '@stdlib/constants/float64/ln-half' );
var LN2 = require( '@stdlib/constants/float64/ln-two' );
var FLOAT64_SMALLEST_NORMAL = require( '@stdlib/constants/float64/smallest-normal' );
var NINF = require( '@stdlib/constants/float64/ninf' );
// MAIN //
/**
* Returns a function for evaluating the logarithm of the cumulative distribution function (CDF) for a Rayleigh distribution with scale parameter `sigma`.
*
* @param {NonNegativeNumber} sigma - scale parameter
* @returns {Function} logCDF
*
* @example
* var logcdf = factory( 2.0 );
* var y = logcdf( 3.0 );
* // returns ~-0.393
*
* y = logcdf( 1.0 );
* // returns ~-2.141
*/
function factory( sigma ) {
var s2;
if ( isnan( sigma ) || sigma < 0.0 ) {
return constantFunction( NaN );
}
if ( sigma === 0.0 ) {
return degenerate( 0.0 );
}
s2 = pow( sigma, 2.0 );
return logcdf;
/**
* Evaluates the natural logarithm of the cumulative distribution function (CDF) for a Rayleigh distribution.
*
* @private
* @param {number} x - input value
* @returns {number} evaluated logCDF
*
* @example
* var y = logcdf( 2 );
* // returns <number>
*/
function logcdf( x ) {
var lt;
var r;
var p;
if ( isnan( x ) ) {
return NaN;
}
if ( x < 0.0 ) {
return NINF;
}
r = x / sigma;
if ( r < FLOAT64_SMALLEST_NORMAL ) {
lt = ( 2.0*( ln( x ) - ln( sigma ) ) ) - LN2;
} else {
lt = ( 2.0*ln( r ) ) - LN2;
}
if ( lt < -36.0 ) {
// For `t = x^2/(2*sigma^2) < e^-36`, `ln(1 - e^-t) = ln(t) + ln(1 - t/2 + ...)` and the correction is below half an ULP of `ln(t)`. Using `ln(t)` directly avoids `x^2` underflowing to `0`:
return lt;
}
p = -pow( x, 2.0 ) / ( 2.0 * s2 );
return ( p < LNHALF ) ? log1p( -exp( p ) ) : ln( -expm1( p ) );
}
}
// EXPORTS //
module.exports = factory;
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