**Borderline-SMOTE:** Only oversamples minority examples near the decision boundary. - **SMOTE-ENN:** Combines SMOTE with Edited Nearest Neighbors to clean noisy examples. - **ADASYN:** Adaptively generates more synthetic examples for harder-to-classify minority instances.