2016-04-21 20:54:38 +00:00
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<?php
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2016-04-25 20:55:34 +00:00
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2016-11-20 21:53:17 +00:00
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declare(strict_types=1);
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2016-04-21 20:54:38 +00:00
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namespace Phpml\Math\Kernel;
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2019-03-25 13:55:14 +00:00
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use Phpml\Exception\InvalidArgumentException;
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2016-04-21 20:54:38 +00:00
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use Phpml\Math\Kernel;
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use Phpml\Math\Product;
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class RBF implements Kernel
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{
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/**
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* @var float
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*/
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private $gamma;
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public function __construct(float $gamma)
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{
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$this->gamma = $gamma;
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}
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2017-11-22 21:16:10 +00:00
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public function compute($a, $b): float
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2016-04-21 20:54:38 +00:00
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{
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2019-03-25 13:55:14 +00:00
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if (!is_array($a) || !is_array($b)) {
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throw new InvalidArgumentException(sprintf('Arguments of %s must be arrays', __METHOD__));
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}
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2016-04-21 20:54:38 +00:00
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$score = 2 * Product::scalar($a, $b);
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$squares = Product::scalar($a, $a) + Product::scalar($b, $b);
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2017-11-22 21:16:10 +00:00
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return exp(-$this->gamma * ($squares - $score));
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2016-04-21 20:54:38 +00:00
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}
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}
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