public function run(array $dataSet, array $dataSetLabels)
{
// Generate folds
$partitioner = new CrossValidationRandomPartitioner(new DataSet($dataSet, $dataSetLabels), $this->numberOfPartitions);
$resultsList = [];
for ($i = 0; $i < $this->numberOfPartitions; $i++) {
// For each fold, train and classify
$currentPartition = $partitioner->getPartition($i);
$currentTest = $currentPartition->getTestData();
$currentTraining = $currentPartition->getTrainingData();
$classifier = new $this->classifierClassName($currentTraining->getData(), $currentTraining->getLabels());
$predicted = $this->classify($classifier, $currentTest->getData());
$resultsList[] = new RunnerResults($predicted, $currentTest->getLabels(), $currentTest->getData());
}
return RunnerResults::combine($resultsList);
}
