phpOMS/Math/Stochastic/Distribution/NormalDistribution.php

154 lines
2.8 KiB
PHP

<?php
/**
* Orange Management
*
* PHP Version 7.2
*
* @package phpOMS\Math\Stochastic\Distribution
* @copyright Dennis Eichhorn
* @license OMS License 1.0
* @version 1.0.0
* @link http://website.orange-management.de
*/
declare(strict_types=1);
namespace phpOMS\Math\Stochastic\Distribution;
/**
* Normal distribution.
*
* @package phpOMS\Math\Stochastic\Distribution
* @license OMS License 1.0
* @link http://website.orange-management.de
* @since 1.0.0
*/
class NormalDistribution
{
/**
* Get probability density function.
*
* @param float $x Value x
* @param float $mu Value mu
* @param float $sig Sigma
*
* @return float
*
* @since 1.0.0
*/
public static function getPdf(float $x, float $mu, float $sig) : float
{
return 1 / ($sig * \sqrt(2 * pi())) * \exp(-($x - $mu) ** 2 / (2 * $sig ** 2));
}
/**
* Get mode.
*
* @param float $mu Value mu
*
* @return float
*
* @since 1.0.0
*/
public static function getMode(float $mu) : float
{
return $mu;
}
/**
* Get expected value.
*
* @param float $mu Value mu
*
* @return float
*
* @since 1.0.0
*/
public static function getMean(float $mu) : float
{
return $mu;
}
/**
* Get expected value.
*
* @param float $mu Value mu
*
* @return float
*
* @since 1.0.0
*/
public static function getMedian(float $mu) : float
{
return $mu;
}
/**
* Get variance.
*
* @param float $sig Sigma
*
* @return float
*
* @since 1.0.0
*/
public static function getVariance(float $sig) : float
{
return $sig ** 2;
}
/**
* Get moment generating function.
*
* @param float $t Value t
* @param float $mu Value mu
* @param float $sig Sigma
*
* @return float
*
* @since 1.0.0
*/
public static function getMgf(float $t, float $mu, float $sig) : float
{
return \exp($mu * $t + ($sig ** 2 * $t ** 2) / 2);
}
/**
* Get skewness.
*
* @return float
*
* @since 1.0.0
*/
public static function getSkewness() : float
{
return 0;
}
/**
* Get Fisher information.
*
* @param float $sig Sigma
*
* @return array
*
* @since 1.0.0
*/
public static function getFisherInformation(float $sig) : array
{
return [[1 / $sig ** 2, 0], [0, 1 / (2 * $sig ** 4)]];
}
/**
* Get Ex. kurtosis.
*
* @return float
*
* @since 1.0.0
*/
public static function getExKurtosis() : float
{
return 0;
}
}