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Author

A. Zainal

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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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