Privacy-Preserving and Explainable Federated Edge Learning for Multimodal Wearable-Based Self-Tracking and Monitoring
Onyii Henry, Cornelia Ifeoma Ejoh, Valerie Ojinika Ejiofor, Ololade Zainab Adesokan & Asmau Abubakar Abdulmalik · Asian Journal of Research in Computer Science · 2026
The rapid growth of multimodal wearable devices has enabled continuous monitoring of physiological and behavioral patterns for home-based health applications. However, centralized data processing raises serious privacy concerns and limits real-time, interpretable insights. This s...