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A. Zainal

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Open access Oct 2026

A Dynamic Quorum Ensemble Intrusion Detection System for Enhanced IoT Security

In the rapidly evolving landscape of Internet of Things (IoT) networks, ensuring robust security against sophisticated and evolving cyber threats remains a critical challenge, as Traditional Intrusion Detection Systems (IDS) often suffer from limitations in adaptability and accuracy within such dynamic and resource-con...

Abdullah Hussain Abu Saq, A. Zainal, Abdulrahman Alyami et al. · 0 citations
Open access 2026

Adaptive Differential Privacy in Federated Learning for Privacy-Preserving ICU Clinical Decision Support at the Edge

Clinical decision assistance that protects patient privacy is a prominent research issue in federated learning, edge computing, and intensive care analytics. However, typical differential privacy algorithms allocate equal privacy budgets to all clinical parameters regardless of sensitivity and predictive power. This ma...

Moaad Almania, A. Zainal, Nurfazrina Mohd Zamry et al. · 0 citations
Open access 2026

Hybrid Feature Image Mapping (HFIM): A Multi-Channel Image Approach for Malware Detection Using Static and Dynamic Features

It is indicated that integrating static and dynamic features at the representation level can improve robustness and classification performance in image-based malware detection, particularly under variations in feature availability.

Anis Elgarduh, A. Zainal, Fuad A. Ghaleb et al. · 0 citations

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