Open access
Aug 2026
Optimizing Multiclass Android Malware Family Classification Using SMOTE-Tomek Links and XGBoost
The results confirm that hybrid resampling combined with optimized gradient boosting improves classification reliability, especially in addressing severe class imbalance and enhancing recognition capability across diverse Android malware families.
Ali Nur Ikhsan, Adam Prayogo Kuncoro, Debby Ummul Hidayah et al.
· Journal of Information Syste... · 0 citations