Ralph Abbey

SMOTE and Mirrors: Exposing Privacy Leakage from Synthetic Minority Oversampling

The Synthetic Minority Over-sampling Technique (SMOTE) is one of the most widely used methods for addressing class imbalance and generating synthetic data. Despite its popularity, little attention has been paid to its privacy implications; yet, it is used in the wild in many privacy-sensitive applic…