Optimality criterion for the binning procedure of calibration error metricsīased on a minimal estimation error of the empirical probabilities. Repect to the standard reliability diagram.
Unaffected by class imbalance, and (iii) an enhanced visual representation with It offers (i) a clear interpretation, (ii) a consistent scale that is The extent to which model predictions differ from probabilities estimated fromĭata. TCE incorporates a novel loss function based on a statistical test to examine Probabilistic binary classifiers, called test-based calibration error (TCE). Download a PDF of the paper titled TCE: A Test-Based Approach to Measuring Calibration Error, by Takuo Matsubara and 3 other authors Download PDF Abstract: This paper proposes a new metric to measure the calibration error of
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