phpOMS/Math/Stochastic/Distribution/NormalDistribution.php

173 lines
3.4 KiB
PHP

<?php
/**
* Orange Management
*
* PHP Version 7.0
*
* @category TBD
* @package TBD
* @author OMS Development Team <dev@oms.com>
* @author Dennis Eichhorn <d.eichhorn@oms.com>
* @copyright 2013 Dennis Eichhorn
* @license OMS License 1.0
* @version 1.0.0
* @link http://orange-management.com
*/
namespace phpOMS\Math\Stochastic\Distribution;
/**
* Normal distribution.
*
* @category Framework
* @package phpOMS\DataStorage\Database
* @author OMS Development Team <dev@oms.com>
* @author Dennis Eichhorn <d.eichhorn@oms.com>
* @license OMS License 1.0
* @link http://orange-management.com
* @since 1.0.0
*/
class NormalDistribution
{
/**
* Get probability density function.
*
* @param float $x
* @param float $mu
* @param float $sig
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
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
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
public static function getMode(float $mu) : float
{
return $mu;
}
/**
* Get expected value.
*
* @param float $mu
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
public static function getMean(float $mu) : float
{
return $mu;
}
/**
* Get expected value.
*
* @param float $mu
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
public static function getMedian(float $mu) : float
{
return $mu;
}
/**
* Get variance.
*
* @param float $sig
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
public static function getVariance(float $sig) : float
{
return $sig ** 2;
}
/**
* Get moment generating function.
*
* @param float $t
* @param float $mu
* @param float $sig
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
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
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
public static function getSkewness() : float
{
return 0;
}
/**
* Get Fisher information.
*
* @param float $sig
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
public static function getFisherInformation(float $sig) : float
{
return [[1 / $sig ** 2, 0], [0, 1 / (2 * $sig ** 4)]];
}
/**
* Get Ex. kurtosis.
*
* @return float
*
* @since 1.0.0
* @author Dennis Eichhorn <d.eichhorn@oms.com>
*/
public static function getExKurtosis() : float
{
return 0;
}
public static function getRandom()
{
}
}