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Chidera Winifred John

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Conference Open access 2026

An Intelligent Intrusion Detection and Privacy-Preserving Architecture for the Internet of Medical Things (IoMT)

This work proposes an intelligent, lightweight Tiny LSTM–GRU hybrid IDS on the edge to monitor device-generated behavioral patterns in real time, with minimal computational and energy overhead, and proposes an adaptive FedProx-based weighted federated learning framework.

Emmanuel Udok, B. Stephen, U. Luke et al. · 0 citations
Conference Open access 2026

Enhanced Intrusion Detection in IoT Networks using Federated Learning

The results show a success in implementing a real time, scalable, privacy-preserving, and adaptive IDS in large-scale IoT deployments through intelligent workload distribution between edge and cloud layers.

Chidera Winifred John, Eduediuyai Ekerete Dan, P. Asuquo et al. · 0 citations