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FREQSEL: A Frequency-Based Method for Client Selection in Federated Learning

Federated learning (FL) is a machine learning approach that allows multiple devices to collaborate in constructing a shared prediction model while keeping their sensitive data decentralized, avoiding the need for transmission to a central server. In each training iteration, only a subset of clients...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Mohamed M'Haouach, Anass Houdou, Hamza Alami, Houda Bouraqqadi, Khalid Fardousse
Format: Artigo
Sprache:Inglês
Veröffentlicht: IEEE 2025-01-01
Schriftenreihe:IEEE Access
Schlagworte:
Federated learning
client selection
mobile edge computing
privacy-preserving
N-IID
Online-Zugang:https://ieeexplore.ieee.org/document/11214333/
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