Joint User Association and Resource Allocation for Hierarchical Federated Learning Based on Games in Satisfaction Form

Joint User Association and Resource Allocation for Hierarchical Federated Learning Based on Games in Satisfaction Form

Hierarchical Federated Learning (HFL) has emerged to overcome the shortcomings of conventional Federated Learning (FL) due to communication obstacles between the end users and the cloud server and the congestion at the backhaul of wireless network implementations. In this paper, we consider a wirele...

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Bibliographic Details
Main Authors: Panagiotis Charatsaris, Maria Diamanti, Symeon Papavassiliou
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Open Journal of the Communications Society
Subjects:
Hierarchical federated learning
game theory
games in satisfaction form
user association
power allocation
Online Access:https://ieeexplore.ieee.org/document/10374197/
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