1 <?php 2 3 declare(strict_types=1); 4 5 namespace Phpml\Math\Statistic; 6 7 /** 8 * In probability theory and statistics, variance is the expectation of the squared deviation of a random variable from its mean. 9 * Informally, it measures how far a set of (random) numbers are spread out from their average value 10 * https://en.wikipedia.org/wiki/Variance 11 */ 12 final class Variance 13 { 14 /** 15 * Population variance 16 * Use when all possible observations of the system are present. 17 * If used with a subset of data (sample variance), it will be a biased variance. 18 * 19 * ∑⟮xᵢ - μ⟯² 20 * σ² = ---------- 21 * N 22 */ 23 public static function population(array $population): float 24 { 25 return StandardDeviation::sumOfSquares($population) / count($population); 26 } 27 }
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