Optimal User-Edge Assignment in Hierarchical Federated Learning Based on Statistical Properties and Network Topology Constraints

Distributed learning algorithms aim to leverage distributed and diverse data stored at users' devices to learn a global phenomena by performing training amongst participating devices and periodically aggregating their local models' parameters into a global model. Federated learning is a pr...

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Veröffentlicht in:IEEE transactions on network science and engineering 2022-01, Vol.9 (1), p.55-66
Hauptverfasser: Mhaisen, Naram, Abdellatif, Alaa Awad, Mohamed, Amr, Erbad, Aiman, Guizani, Mohsen
Format: Artikel
Sprache:eng
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