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

declare(strict_types=1);

namespace Phpml\Metric;

class ConfusionMatrix
{
    public static function compute(array $actualLabels, array $predictedLabels, array $labels = []): array
    {
        $labels = count($labels) === 0 ? self::getUniqueLabels($actualLabels) : array_flip($labels);
        $matrix = self::generateMatrixWithZeros($labels);

        foreach ($actualLabels as $index => $actual) {
            $predicted = $predictedLabels[$index];

            if (!isset($labels[$actual], $labels[$predicted])) {
                continue;
            }

            if ($predicted === $actual) {
                $row = $column = $labels[$actual];
            } else {
                $row = $labels[$actual];
                $column = $labels[$predicted];
            }

            ++$matrix[$row][$column];
        }

        return $matrix;
    }

    private static function generateMatrixWithZeros(array $labels): array
    {
        $count = count($labels);
        $matrix = [];

        for ($i = 0; $i < $count; ++$i) {
            $matrix[$i] = array_fill(0, $count, 0);
        }

        return $matrix;
    }

    private static function getUniqueLabels(array $labels): array
    {
        $labels = array_values(array_unique($labels));
        sort($labels);

        return array_flip($labels);
    }
}

Filemanager

Name Type Size Permission Actions
Accuracy.php File 770 B 0777
ClassificationReport.php File 5.76 KB 0777
ConfusionMatrix.php File 1.3 KB 0777
Regression.php File 2.38 KB 0777
Filemanager