Federated Learning Under Intermittent Client Availability and Time-Varying Communication Constraints

Federated learning systems facilitate the training of global models across large numbers of distributed edge-devices with potentially heterogeneous data. Such systems operate in resource constrained settings with intermittent client availability and/or time-varying communication constraints. As a re...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	IEEE journal of selected topics in signal processing 2023-01, Vol.17 (1), p.1-17
Hauptverfasser:	Ribero, Monica, Vikalo, Haris, Veciana, Gustavo de
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Availability Clients Communication communication efficiency Constraint modelling distributed learning Edge learning Electronic devices Federated learning Machine learning resource management Shakespeare, William (1564-1616)
Online-Zugang:	Volltext bestellen
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!