Do we need rebalancing strategies? A theoretical and empirical study around SMOTE and its variants

Abdoulaye Sakho, Emmanuel Malherbe, Erwan Scornet

Synthetic Minority Oversampling Technique (SMOTE) is a common rebalancing strategy for handling imbalanced tabular data sets. However, few works analyze SMOTE theoretically. In thi…