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 | } |