phpOMS/Math/Stochastic/Distribution/LaplaceDistribution.php

175 lines
3.1 KiB
PHP

<?php
/**
* Karaka
*
* PHP Version 8.1
*
* @package phpOMS\Math\Stochastic\Distribution
* @copyright Dennis Eichhorn
* @license OMS License 1.0
* @version 1.0.0
* @link https://karaka.app
*/
declare(strict_types=1);
namespace phpOMS\Math\Stochastic\Distribution;
/**
* Laplace distribution.
*
* @package phpOMS\Math\Stochastic\Distribution
* @license OMS License 1.0
* @link https://karaka.app
* @since 1.0.0
*/
final class LaplaceDistribution
{
/**
* Get probability density function.
*
* @param float $x Value x
* @param float $mu Mean
* @param float $b Value b
*
* @return float
*
* @since 1.0.0
*/
public static function getPdf(float $x, float $mu, float $b) : float
{
return 1 / (2 * $b) * \exp(-\abs($x - $mu) / $b);
}
/**
* Get cumulative distribution function.
*
* @param float $x Value x
* @param float $mu Mean
* @param float $b Value b
*
* @return float
*
* @since 1.0.0
*/
public static function getCdf(float $x, float $mu, float $b) : float
{
return $x < $mu ? \exp(($x - $mu) / $b) / 2 : 1 - \exp(-($x - $mu) / $b) / 2;
}
/**
* Get mode.
*
* @param float $mu Mean
*
* @return float
*
* @since 1.0.0
*/
public static function getMode(float $mu) : float
{
return $mu;
}
/**
* Get expected value.
*
* @param float $mu Mean
*
* @return float
*
* @since 1.0.0
*/
public static function getMean(float $mu) : float
{
return $mu;
}
/**
* Get median.
*
* @param float $mu Mean
*
* @return float
*
* @since 1.0.0
*/
public static function getMedian(float $mu) : float
{
return $mu;
}
/**
* Get variance.
*
* @param float $b Value b
*
* @return float
*
* @since 1.0.0
*/
public static function getVariance(float $b) : float
{
return 2 * $b ** 2;
}
/**
* Get standard deviation.
*
* @param float $b Value b
*
* @return float
*
* @since 1.0.0
*/
public static function getStandardDeviation(float $b) : float
{
return \sqrt(self::getVariance($b));
}
/**
* Get moment generating function.
*
* @param float $t Valute t
* @param float $mu Mean
* @param float $b Value b
*
* @return float
*
* @throws \OutOfBoundsException
*
* @since 1.0.0
*/
public static function getMgf(float $t, float $mu, float $b) : float
{
if (\abs($t) >= 1 / $b) {
throw new \OutOfBoundsException('Out of bounds');
}
return \exp($mu * $t) / (1 - $b ** 2 * $t ** 2);
}
/**
* Get skewness.
*
* @return float
*
* @since 1.0.0
*/
public static function getSkewness() : float
{
return 0;
}
/**
* Get Ex. kurtosis.
*
* @return float
*
* @since 1.0.0
*/
public static function getExKurtosis() : float
{
return 3;
}
}