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185 lines
3.3 KiB
PHP
Executable File
185 lines
3.3 KiB
PHP
Executable File
<?php
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/**
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* Jingga
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*
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* PHP Version 8.2
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*
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* @package phpOMS\Math\Stochastic\Distribution
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* @copyright Dennis Eichhorn
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* @license OMS License 2.0
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* @version 1.0.0
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* @link https://jingga.app
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*/
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declare(strict_types=1);
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namespace phpOMS\Math\Stochastic\Distribution;
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/**
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* Laplace distribution.
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*
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* @package phpOMS\Math\Stochastic\Distribution
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* @license OMS License 2.0
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* @link https://jingga.app
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* @since 1.0.0
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*/
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final class LaplaceDistribution
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{
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/**
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* Constructor.
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*
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* @since 1.0.0
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* @codeCoverageIgnore
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*/
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private function __construct()
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{
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}
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/**
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* Get probability density function.
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*
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* @param float $x Value x
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* @param float $mu Mean
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* @param float $b Value b
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getPdf(float $x, float $mu, float $b) : float
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{
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return 1 / (2 * $b) * \exp(-\abs($x - $mu) / $b);
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}
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/**
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* Get cumulative distribution function.
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*
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* @param float $x Value x
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* @param float $mu Mean
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* @param float $b Value b
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getCdf(float $x, float $mu, float $b) : float
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{
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return $x < $mu ? \exp(($x - $mu) / $b) / 2 : 1 - \exp(-($x - $mu) / $b) / 2;
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}
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/**
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* Get mode.
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*
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* @param float $mu Mean
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getMode(float $mu) : float
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{
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return $mu;
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}
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/**
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* Get expected value.
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*
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* @param float $mu Mean
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getMean(float $mu) : float
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{
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return $mu;
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}
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/**
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* Get median.
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*
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* @param float $mu Mean
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getMedian(float $mu) : float
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{
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return $mu;
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}
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/**
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* Get variance.
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*
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* @param float $b Value b
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getVariance(float $b) : float
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{
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return 2 * $b ** 2;
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}
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/**
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* Get standard deviation.
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*
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* @param float $b Value b
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getStandardDeviation(float $b) : float
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{
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return \sqrt(self::getVariance($b));
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}
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/**
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* Get moment generating function.
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*
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* @param float $t Value t
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* @param float $mu Mean
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* @param float $b Value b
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*
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* @return float
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*
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* @throws \OutOfBoundsException
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*
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* @since 1.0.0
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*/
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public static function getMgf(float $t, float $mu, float $b) : float
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{
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if (\abs($t) >= 1 / $b) {
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throw new \OutOfBoundsException('Out of bounds');
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}
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return \exp($mu * $t) / (1 - $b ** 2 * $t ** 2);
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}
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/**
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* Get skewness.
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getSkewness() : float
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{
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return 0;
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}
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/**
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* Get Ex. kurtosis.
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*
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* @return float
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*
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* @since 1.0.0
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*/
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public static function getExKurtosis() : float
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{
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return 3;
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}
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}
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