Ika Menarianti

Model-Dependent Calibration Effects of Imbalance Handling in Credit Card Fraud Detection

Class imbalance correction methods such as class weighting and synthetic oversampling are widely used to improve fraud detection, but they can distort the probability estimates that risk scoring depends on. This study evaluates the calibration cost of two common imbalance handling strategies, inverse frequency class we...