2010-08-28 22:05:41 -04:00
|
|
|
|
<?php
|
|
|
|
|
|
|
|
|
|
namespace Moserware\Skills;
|
|
|
|
|
|
|
|
|
|
// Container for a player's rating.
|
|
|
|
|
class Rating
|
|
|
|
|
{
|
|
|
|
|
const CONSERVATIVE_STANDARD_DEVIATION_MULTIPLIER = 3;
|
|
|
|
|
|
|
|
|
|
private $_conservativeStandardDeviationMultiplier;
|
|
|
|
|
private $_mean;
|
|
|
|
|
private $_standardDeviation;
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
* Constructs a rating.
|
|
|
|
|
* @param double $mean The statistical mean value of the rating (also known as mu).
|
|
|
|
|
* @param double $standardDeviation The standard deviation of the rating (also known as s).
|
|
|
|
|
* @param double $conservativeStandardDeviationMultiplier optional The number of standardDeviations to subtract from the mean to achieve a conservative rating.
|
|
|
|
|
*/
|
|
|
|
|
public function __construct($mean, $standardDeviation, $conservativeStandardDeviationMultiplier = self::CONSERVATIVE_STANDARD_DEVIATION_MULTIPLIER)
|
|
|
|
|
{
|
|
|
|
|
$this->_mean = $mean;
|
|
|
|
|
$this->_standardDeviation = $standardDeviation;
|
|
|
|
|
$this->_conservativeStandardDeviationMultiplier = $conservativeStandardDeviationMultiplier;
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
* The statistical mean value of the rating (also known as <EFBFBD>).
|
|
|
|
|
*/
|
|
|
|
|
public function getMean()
|
|
|
|
|
{
|
|
|
|
|
return $this->_mean;
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
* The standard deviation (the spread) of the rating. This is also known as s.
|
|
|
|
|
*/
|
|
|
|
|
public function getStandardDeviation()
|
|
|
|
|
{
|
|
|
|
|
return $this->_standardDeviation;
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
/**
|
|
|
|
|
* A conservative estimate of skill based on the mean and standard deviation.
|
|
|
|
|
*/
|
|
|
|
|
public function getConservativeRating()
|
|
|
|
|
{
|
|
|
|
|
return $this->_mean - $this->_conservativeStandardDeviationMultiplier*$this->_standardDeviation;
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
public function getPartialUpdate(Rating $prior, Rating $fullPosterior, $updatePercentage)
|
|
|
|
|
{
|
|
|
|
|
$priorGaussian = new GaussianDistribution($prior->getMean(), $prior->getStandardDeviation());
|
|
|
|
|
$posteriorGaussian = new GaussianDistribution($fullPosterior->getMean(), $fullPosterior.getStandardDeviation());
|
|
|
|
|
|
|
|
|
|
// From a clarification email from Ralf Herbrich:
|
|
|
|
|
// "the idea is to compute a linear interpolation between the prior and posterior skills of each player
|
|
|
|
|
// ... in the canonical space of parameters"
|
|
|
|
|
|
|
|
|
|
$precisionDifference = $posteriorGaussian->getPrecision() - $priorGaussian->getPrecision();
|
|
|
|
|
$partialPrecisionDifference = $updatePercentage*$precisionDifference;
|
|
|
|
|
|
|
|
|
|
$precisionMeanDifference = $posteriorGaussian->getPrecisionMean() - $priorGaussian.getPrecisionMean();
|
|
|
|
|
$partialPrecisionMeanDifference = $updatePercentage*$precisionMeanDifference;
|
|
|
|
|
|
|
|
|
|
$partialPosteriorGaussion = GaussianDistribution::fromPrecisionMean(
|
|
|
|
|
$priorGaussian->getPrecisionMean() + $partialPrecisionMeanDifference,
|
|
|
|
|
$priorGaussian->getPrecision() + $partialPrecisionDifference);
|
|
|
|
|
|
|
|
|
|
return new Rating($partialPosteriorGaussion->getMean(), $partialPosteriorGaussion->getStandardDeviation(), $prior->_conservativeStandardDeviationMultiplier);
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
public function __toString()
|
|
|
|
|
{
|
2010-09-27 22:26:28 -04:00
|
|
|
|
return sprintf("mean=%.4f, standardDeviation=%.4f", $this->_mean, $this->_standardDeviation);
|
2010-08-28 22:05:41 -04:00
|
|
|
|
}
|
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
?>
|