Obtaining Calibrated Probabilities from Boosting

Alexandru Niculescu-Mizil, Richard A. Caruana

Boosted decision trees typically yield good accuracy, precision, and ROC area. However, because the outputs from boosting are not well calibrated posterior probabilities, boosting…