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.· Engineering, Technology &...· 0 citations
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.· International Journal of Adv...· 0 citations
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.· IEEE Access· 0 citations
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