phpOMS/Math/Algebra/Regression.php

32 lines
677 B
PHP

<?php
namespace phpOMS\Math\Algebra;
class Regression
{
public static function linearRegression(array $x, array $y)
{
$count = count($x);
if ($count !== count($y)) {
throw new \Exception('Dimensions');
}
$xSum = array_sum($x);
$ySum = array_sum($y);
$xxSum = 0;
$xySum = 0;
for ($i = 0; $i < $count; $i++) {
$xySum += ($x[$i] * $y[$i]);
$xxSum += ($x[$i] * $x[$i]);
}
$m = (($count * $xySum) - ($xSum * $ySum)) / (($count * $xxSum) - ($xSum * $xSum));
$b = ($ySum - ($m * $xSum)) / $count;
return ['m' => $m, 'b' => $b];
}
}