__  __    __   __  _____      _            _          _____ _          _ _ 
 |  \/  |   \ \ / / |  __ \    (_)          | |        / ____| |        | | |
 | \  / |_ __\ V /  | |__) | __ ___   ____ _| |_ ___  | (___ | |__   ___| | |
 | |\/| | '__|> <   |  ___/ '__| \ \ / / _` | __/ _ \  \___ \| '_ \ / _ \ | |
 | |  | | |_ / . \  | |   | |  | |\ V / (_| | ||  __/  ____) | | | |  __/ | |
 |_|  |_|_(_)_/ \_\ |_|   |_|  |_| \_/ \__,_|\__\___| |_____/|_| |_|\___V 2.1
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<?php

declare(strict_types=1);

namespace Phpml\Math\Statistic;

use Phpml\Exception\InvalidArgumentException;

class StandardDeviation
{
    /**
     * @param float[]|int[] $numbers
     */
    public static function population(array $numbers, bool $sample = true): float
    {
        $n = count($numbers);
        if ($n === 0) {
            throw new InvalidArgumentException('The array has zero elements');
        }

        if ($sample && $n === 1) {
            throw new InvalidArgumentException('The array must have at least 2 elements');
        }

        $mean = Mean::arithmetic($numbers);
        $carry = 0.0;
        foreach ($numbers as $val) {
            $carry += ($val - $mean) ** 2;
        }

        if ($sample) {
            --$n;
        }

        return ($carry / $n) ** .5;
    }

    /**
     * Sum of squares deviations
     * ∑⟮xᵢ - μ⟯²
     *
     * @param float[]|int[] $numbers
     */
    public static function sumOfSquares(array $numbers): float
    {
        if (count($numbers) === 0) {
            throw new InvalidArgumentException('The array has zero elements');
        }

        $mean = Mean::arithmetic($numbers);

        return array_sum(array_map(
            static function ($val) use ($mean): float {
                return ($val - $mean) ** 2;
            },
            $numbers
        ));
    }
}

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Name Type Size Permission Actions
ANOVA.php File 4.17 KB 0777
Correlation.php File 880 B 0777
Covariance.php File 4.21 KB 0777
Gaussian.php File 1.08 KB 0777
Mean.php File 1.37 KB 0777
StandardDeviation.php File 1.33 KB 0777
Variance.php File 811 B 0777
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