Browsing by Author "Dawy Z."
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Communication-efficient hierarchical federated learning for IoT heterogeneous systems with imbalanced data
Abdellatif A.A.; Mhaisen N.; Mohamed A.; Erbad A.; Guizani M.; Dawy Z.; Nasreddine W.... more authors ... less authors ( Elsevier B.V. , 2022 , Article)Federated Learning (FL) is a distributed learning methodology that allows multiple nodes to cooperatively train a deep learning model, without the need to share their local data. It is a promising solution for telemonitoring ... -
Energy-Aware Distributed Edge ML for mHealth Applications with Strict Latency Requirements
Hashash O.; Sharafeddine S.; Dawy Z.; Mohamed A.; Yaacoub E. ( Institute of Electrical and Electronics Engineers Inc. , 2021 , Article)Edge machine learning (Edge ML) is expected to serve as a key enabler for real-time mobile health (mHealth) applications. However, its reliability is governed by the limited energy and computing resources of user equipment ...