SMOTEWB

Sağlam and Mehmet's (2022) SMOTE with Boosting (SMOTEWB) oversampling algorithm for imbalanced datasets.

The package also includes faster versions of popular resampling methods, ADASYN, Borderline SMOTE (BLSMOTE), Random Over-Sampling (ROS), Random Under-Sampling (RUS), Safe-Level SMOTE (SLSMOTE), Relocating Safe-Level SMOTE (RSLSMOTE), and Random Over-Sampling Examples (ROSE).

R installation

devtools::install_github("https://github.com/fatihsaglam/SMOTEWB")

References

Sağlam, F., & Cengiz, M. A. (2022). A novel SMOTE-based resampling technique trough noise detection and the boosting procedure. Expert Systems with Applications, 200, 117023.