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Author

Amna Eleyan

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Sep 2026

A Lightweight Bounded-Residual DAE for Mitigating Adaptive Attacks on IoT Intrusion Detection Systems

Machine-learning intrusion detection has strengthened protection in Internet of Things (IoT) networks, but it also creates a new attack surface: small, deliberately chosen changes to flow features can make malicious traffic appear benign. Classifier hardening retrains the detector, while existing non-invasive schemes c...

Adil Khan, Amna Eleyan, T. Bejaoui · 0 citations
Conference Jul 2026

Ensemble Learning for Coronary Heart Disease Detection: A Machine Learning Approach

Coronary Heart Disease (CHD) has remained one of the foremost causes of death in the world, and thus, there is a need to ensure that there are dependable early diagnosis mechanisms that would aid clinicians in making decisions at the right time. The rapid development of electronic health records and sensor-based medica...

Sania Batool, Muhammad Hassan Jamal, Warisha Siddiqui et al. · 0 citations

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