Code Coverage |
||||||||||
Lines |
Functions and Methods |
Classes and Traits |
||||||||
| Total | |
100.00% |
28 / 28 |
|
100.00% |
12 / 12 |
CRAP | |
100.00% |
1 / 1 |
| BernoulliDistribution | |
100.00% |
28 / 28 |
|
100.00% |
12 / 12 |
20 | |
100.00% |
1 / 1 |
| getPmf | |
100.00% |
5 / 5 |
|
100.00% |
1 / 1 |
3 | |||
| getCdf | |
100.00% |
5 / 5 |
|
100.00% |
1 / 1 |
3 | |||
| getMode | |
100.00% |
5 / 5 |
|
100.00% |
1 / 1 |
3 | |||
| getMean | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| getMedian | |
100.00% |
5 / 5 |
|
100.00% |
1 / 1 |
3 | |||
| getVariance | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| getStandardDeviation | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| getMgf | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| getSkewness | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| getEntropy | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| getFisherInformation | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| getExKurtosis | |
100.00% |
1 / 1 |
|
100.00% |
1 / 1 |
1 | |||
| 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 | * Bernulli 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 BernoulliDistribution |
| 26 | { |
| 27 | /** |
| 28 | * Get probability mass function. |
| 29 | * |
| 30 | * @param float $p Value p |
| 31 | * @param int $k Value k |
| 32 | * |
| 33 | * @return float |
| 34 | * |
| 35 | * @throws \InvalidArgumentException |
| 36 | * |
| 37 | * @since 1.0.0 |
| 38 | */ |
| 39 | public static function getPmf(float $p, int $k) : float |
| 40 | { |
| 41 | if ($k === 0) { |
| 42 | return 1 - $p; |
| 43 | } elseif ($k === 1) { |
| 44 | return $p; |
| 45 | } |
| 46 | |
| 47 | throw new \InvalidArgumentException('k needs to be 0 or 1'); |
| 48 | } |
| 49 | |
| 50 | /** |
| 51 | * Get cumulative distribution function. |
| 52 | * |
| 53 | * @param float $p Value p |
| 54 | * @param float $k Value k |
| 55 | * |
| 56 | * @return float |
| 57 | * |
| 58 | * @since 1.0.0 |
| 59 | */ |
| 60 | public static function getCdf(float $p, float $k) : float |
| 61 | { |
| 62 | if ($k < 0) { |
| 63 | return 0; |
| 64 | } elseif ($k >= 1) { |
| 65 | return 1; |
| 66 | } |
| 67 | |
| 68 | return 1 - $p; |
| 69 | } |
| 70 | |
| 71 | /** |
| 72 | * Get mode. |
| 73 | * |
| 74 | * @param float $p Value p |
| 75 | * |
| 76 | * @return int |
| 77 | * |
| 78 | * @since 1.0.0 |
| 79 | */ |
| 80 | public static function getMode(float $p) : int |
| 81 | { |
| 82 | if ($p === 0.5) { |
| 83 | return 0; |
| 84 | } elseif ($p > 0.5) { |
| 85 | return 1; |
| 86 | } |
| 87 | |
| 88 | return 0; |
| 89 | } |
| 90 | |
| 91 | /** |
| 92 | * Get expected value. |
| 93 | * |
| 94 | * @param float $p Value p |
| 95 | * |
| 96 | * @return float |
| 97 | * |
| 98 | * @since 1.0.0 |
| 99 | */ |
| 100 | public static function getMean(float $p) : float |
| 101 | { |
| 102 | return $p; |
| 103 | } |
| 104 | |
| 105 | /** |
| 106 | * Get median. |
| 107 | * |
| 108 | * @param float $p Value p |
| 109 | * |
| 110 | * @return float |
| 111 | * |
| 112 | * @since 1.0.0 |
| 113 | */ |
| 114 | public static function getMedian(float $p) : float |
| 115 | { |
| 116 | if ($p === 0.5) { |
| 117 | return 0.5; |
| 118 | } elseif ($p > 0.5) { |
| 119 | return 1; |
| 120 | } |
| 121 | |
| 122 | return 0.0; |
| 123 | } |
| 124 | |
| 125 | /** |
| 126 | * Get variance. |
| 127 | * |
| 128 | * @param float $p Value p |
| 129 | * |
| 130 | * @return float |
| 131 | * |
| 132 | * @since 1.0.0 |
| 133 | */ |
| 134 | public static function getVariance(float $p) : float |
| 135 | { |
| 136 | return $p * (1 - $p); |
| 137 | } |
| 138 | |
| 139 | /** |
| 140 | * Get standard deviation. |
| 141 | * |
| 142 | * @param float $p Value p |
| 143 | * |
| 144 | * @return float |
| 145 | * |
| 146 | * @since 1.0.0 |
| 147 | */ |
| 148 | public static function getStandardDeviation(float $p) : float |
| 149 | { |
| 150 | return \sqrt(self::getVariance($p)); |
| 151 | } |
| 152 | |
| 153 | /** |
| 154 | * Get moment generating function. |
| 155 | * |
| 156 | * @param float $p Value p |
| 157 | * @param float $t Value t |
| 158 | * |
| 159 | * @return float |
| 160 | * |
| 161 | * @since 1.0.0 |
| 162 | */ |
| 163 | public static function getMgf(float $p, float $t) : float |
| 164 | { |
| 165 | return (1 - $p) + $p * \exp($t); |
| 166 | } |
| 167 | |
| 168 | /** |
| 169 | * Get skewness. |
| 170 | * |
| 171 | * @param float $p Value p |
| 172 | * |
| 173 | * @return float |
| 174 | * |
| 175 | * @since 1.0.0 |
| 176 | */ |
| 177 | public static function getSkewness(float $p) : float |
| 178 | { |
| 179 | return (1 - 2 * $p) / \sqrt($p * (1 - $p)); |
| 180 | } |
| 181 | |
| 182 | /** |
| 183 | * Get entropy. |
| 184 | * |
| 185 | * @param float $p Value p |
| 186 | * |
| 187 | * @return float |
| 188 | * |
| 189 | * @since 1.0.0 |
| 190 | */ |
| 191 | public static function getEntropy(float $p) : float |
| 192 | { |
| 193 | return -(1 - $p) * \log(1 - $p) - $p * \log($p); |
| 194 | } |
| 195 | |
| 196 | /** |
| 197 | * Get Fisher information. |
| 198 | * |
| 199 | * @param float $p Value p |
| 200 | * |
| 201 | * @return float |
| 202 | * |
| 203 | * @since 1.0.0 |
| 204 | */ |
| 205 | public static function getFisherInformation(float $p) : float |
| 206 | { |
| 207 | return 1 / ($p * (1 - $p)); |
| 208 | } |
| 209 | |
| 210 | /** |
| 211 | * Get Ex. kurtosis. |
| 212 | * |
| 213 | * @param float $p Value p |
| 214 | * |
| 215 | * @return float |
| 216 | * |
| 217 | * @since 1.0.0 |
| 218 | */ |
| 219 | public static function getExKurtosis(float $p) : float |
| 220 | { |
| 221 | return (1 - 6 * $p * (1 - $p)) / ($p * (1 - $p)); |
| 222 | } |
| 223 | } |