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Apply cs fixes for NaiveBayes
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@ -12,24 +12,62 @@ use Phpml\Math\Statistic\StandardDeviation;
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class NaiveBayes implements Classifier
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class NaiveBayes implements Classifier
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{
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{
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use Trainable, Predictable;
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use Trainable, Predictable;
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const CONTINUOS = 1;
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const CONTINUOS = 1;
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const NOMINAL = 2;
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const NOMINAL = 2;
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const EPSILON = 1e-10;
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const EPSILON = 1e-10;
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private $std = array();
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private $mean= array();
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/**
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private $discreteProb = array();
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* @var array
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private $dataType = array();
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*/
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private $p = array();
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private $std = [];
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/**
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* @var array
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*/
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private $mean= [];
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/**
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* @var array
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*/
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private $discreteProb = [];
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/**
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* @var array
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*/
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private $dataType = [];
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/**
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* @var array
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*/
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private $p = [];
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/**
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* @var int
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*/
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private $sampleCount = 0;
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private $sampleCount = 0;
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/**
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* @var int
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*/
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private $featureCount = 0;
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private $featureCount = 0;
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private $labels = array();
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/**
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* @var array
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*/
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private $labels = [];
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/**
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* @param array $samples
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* @param array $targets
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*/
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public function train(array $samples, array $targets)
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public function train(array $samples, array $targets)
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{
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{
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$this->samples = $samples;
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$this->samples = $samples;
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$this->targets = $targets;
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$this->targets = $targets;
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$this->sampleCount = count($samples);
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$this->sampleCount = count($samples);
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$this->featureCount = count($samples[0]);
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$this->featureCount = count($samples[0]);
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// Get distinct targets
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$this->labels = $targets;
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$this->labels = $targets;
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array_unique($this->labels);
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array_unique($this->labels);
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foreach ($this->labels as $label) {
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foreach ($this->labels as $label) {
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@ -79,6 +117,7 @@ class NaiveBayes implements Classifier
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* @param array $sample
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* @param array $sample
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* @param int $feature
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* @param int $feature
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* @param string $label
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* @param string $label
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* @return float
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*/
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*/
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private function sampleProbability($sample, $feature, $label)
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private function sampleProbability($sample, $feature, $label)
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{
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{
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