Fidyah Ajeng Wulandari

Explainable IoT Intrusion Detection Using Random Forest, SMOTE, and SHAP

Class imbalance in Internet of Things (IoT) Intrusion Detection System (IDS) datasets is a major challenge that degrades the detection performance on minority attacks and complicates model interpretability. This study investigates the performance of an IoT IDS based on Random Forest (RF) combined with the Synthetic Min...