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| 1 | <?php |
| 2 | /** |
| 3 | * Jingga |
| 4 | * |
| 5 | * PHP Version 8.1 |
| 6 | * |
| 7 | * @package phpOMS\Math\Stochastic\Distribution |
| 8 | * @copyright Dennis Eichhorn |
| 9 | * @license OMS License 2.0 |
| 10 | * @version 1.0.0 |
| 11 | * @link https://jingga.app |
| 12 | */ |
| 13 | declare(strict_types=1); |
| 14 | |
| 15 | namespace phpOMS\Math\Stochastic\Distribution; |
| 16 | |
| 17 | /** |
| 18 | * Laplace distribution. |
| 19 | * |
| 20 | * @package phpOMS\Math\Stochastic\Distribution |
| 21 | * @license OMS License 2.0 |
| 22 | * @link https://jingga.app |
| 23 | * @since 1.0.0 |
| 24 | */ |
| 25 | final class LaplaceDistribution |
| 26 | { |
| 27 | /** |
| 28 | * Get probability density function. |
| 29 | * |
| 30 | * @param float $x Value x |
| 31 | * @param float $mu Mean |
| 32 | * @param float $b Value b |
| 33 | * |
| 34 | * @return float |
| 35 | * |
| 36 | * @since 1.0.0 |
| 37 | */ |
| 38 | public static function getPdf(float $x, float $mu, float $b) : float |
| 39 | { |
| 40 | return 1 / (2 * $b) * \exp(-\abs($x - $mu) / $b); |
| 41 | } |
| 42 | |
| 43 | /** |
| 44 | * Get cumulative distribution function. |
| 45 | * |
| 46 | * @param float $x Value x |
| 47 | * @param float $mu Mean |
| 48 | * @param float $b Value b |
| 49 | * |
| 50 | * @return float |
| 51 | * |
| 52 | * @since 1.0.0 |
| 53 | */ |
| 54 | public static function getCdf(float $x, float $mu, float $b) : float |
| 55 | { |
| 56 | return $x < $mu ? \exp(($x - $mu) / $b) / 2 : 1 - \exp(-($x - $mu) / $b) / 2; |
| 57 | } |
| 58 | |
| 59 | /** |
| 60 | * Get mode. |
| 61 | * |
| 62 | * @param float $mu Mean |
| 63 | * |
| 64 | * @return float |
| 65 | * |
| 66 | * @since 1.0.0 |
| 67 | */ |
| 68 | public static function getMode(float $mu) : float |
| 69 | { |
| 70 | return $mu; |
| 71 | } |
| 72 | |
| 73 | /** |
| 74 | * Get expected value. |
| 75 | * |
| 76 | * @param float $mu Mean |
| 77 | * |
| 78 | * @return float |
| 79 | * |
| 80 | * @since 1.0.0 |
| 81 | */ |
| 82 | public static function getMean(float $mu) : float |
| 83 | { |
| 84 | return $mu; |
| 85 | } |
| 86 | |
| 87 | /** |
| 88 | * Get median. |
| 89 | * |
| 90 | * @param float $mu Mean |
| 91 | * |
| 92 | * @return float |
| 93 | * |
| 94 | * @since 1.0.0 |
| 95 | */ |
| 96 | public static function getMedian(float $mu) : float |
| 97 | { |
| 98 | return $mu; |
| 99 | } |
| 100 | |
| 101 | /** |
| 102 | * Get variance. |
| 103 | * |
| 104 | * @param float $b Value b |
| 105 | * |
| 106 | * @return float |
| 107 | * |
| 108 | * @since 1.0.0 |
| 109 | */ |
| 110 | public static function getVariance(float $b) : float |
| 111 | { |
| 112 | return 2 * $b ** 2; |
| 113 | } |
| 114 | |
| 115 | /** |
| 116 | * Get standard deviation. |
| 117 | * |
| 118 | * @param float $b Value b |
| 119 | * |
| 120 | * @return float |
| 121 | * |
| 122 | * @since 1.0.0 |
| 123 | */ |
| 124 | public static function getStandardDeviation(float $b) : float |
| 125 | { |
| 126 | return \sqrt(self::getVariance($b)); |
| 127 | } |
| 128 | |
| 129 | /** |
| 130 | * Get moment generating function. |
| 131 | * |
| 132 | * @param float $t Valute t |
| 133 | * @param float $mu Mean |
| 134 | * @param float $b Value b |
| 135 | * |
| 136 | * @return float |
| 137 | * |
| 138 | * @throws \OutOfBoundsException |
| 139 | * |
| 140 | * @since 1.0.0 |
| 141 | */ |
| 142 | public static function getMgf(float $t, float $mu, float $b) : float |
| 143 | { |
| 144 | if (\abs($t) >= 1 / $b) { |
| 145 | throw new \OutOfBoundsException('Out of bounds'); |
| 146 | } |
| 147 | |
| 148 | return \exp($mu * $t) / (1 - $b ** 2 * $t ** 2); |
| 149 | } |
| 150 | |
| 151 | /** |
| 152 | * Get skewness. |
| 153 | * |
| 154 | * @return float |
| 155 | * |
| 156 | * @since 1.0.0 |
| 157 | */ |
| 158 | public static function getSkewness() : float |
| 159 | { |
| 160 | return 0; |
| 161 | } |
| 162 | |
| 163 | /** |
| 164 | * Get Ex. kurtosis. |
| 165 | * |
| 166 | * @return float |
| 167 | * |
| 168 | * @since 1.0.0 |
| 169 | */ |
| 170 | public static function getExKurtosis() : float |
| 171 | { |
| 172 | return 3; |
| 173 | } |
| 174 | } |