Using Platt's scaling for calibration after undersampling -- limitations and how to address them

Nathan Phelps, Daniel J. Lizotte, Douglas G. Woolford

When modelling data where the response is dichotomous and highly imbalanced, response-based sampling where a subset of the majority class is retained (i.e., undersampling) is often…