php-ml/src/Phpml/Clustering/KMeans.php

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2016-05-01 21:17:09 +00:00
<?php
declare(strict_types = 1);
namespace Phpml\Clustering;
use Phpml\Clustering\KMeans\Space;
use Phpml\Exception\InvalidArgumentException;
class KMeans implements Clusterer
{
/**
* @var int
*/
private $clustersNumber;
/**
* @param int $clustersNumber
*
* @throws InvalidArgumentException
*/
public function __construct(int $clustersNumber)
{
if($clustersNumber <= 0) {
throw InvalidArgumentException::invalidClustersNumber();
}
$this->clustersNumber = $clustersNumber;
}
/**
* @param array $samples
*
* @return array
*/
public function cluster(array $samples)
{
$space = new Space(count($samples[0]));
foreach ($samples as $sample) {
$space->addPoint($sample);
}
$clusters = [];
foreach ($space->solve($this->clustersNumber) as $cluster)
{
$clusters[] = $cluster->getPoints();
}
return $clusters;
}
}