php-ml/src/Math/Kernel/RBF.php

34 lines
579 B
PHP

<?php
declare(strict_types=1);
namespace Phpml\Math\Kernel;
use Phpml\Math\Kernel;
use Phpml\Math\Product;
class RBF implements Kernel
{
/**
* @var float
*/
private $gamma;
public function __construct(float $gamma)
{
$this->gamma = $gamma;
}
/**
* @param array $a
* @param array $b
*/
public function compute($a, $b): float
{
$score = 2 * Product::scalar($a, $b);
$squares = Product::scalar($a, $a) + Product::scalar($b, $b);
return exp(-$this->gamma * ($squares - $score));
}
}