Browsing 02. International Journal of Computing and Digital Systems by Subject "Explainable AI (XAI), Random Forest (RF), SVM, CatBoost, ELI5, LIME, Permutation Importance (PI)."

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Demystifying IoT Network Intrusion Detection : Assessing ML Algorithms with the Aid of Explainable AI

Zaima, Tasfia; Ibnat Ena, Tabassum; Tamim Ikbal, Md.; Md. Mostafizur Rahaman, Abu Sayed (2024-05-17)

Intrusion Detection Systems (IDSs) are pivotal for network security; while machine learning based IDSs surpass traditional models in effectiveness, their growing complexity poses transparency challenges. This study uses ...

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