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Federated Learning Over Wireless Edge Networks

This book first presents a tutorial on Federated Learning (FL) and its role in enabling Edge Intelligence over wireless edge networks. This provides readers with a concise introduction to the challenges and state-of-the-art approaches towards implementing FL over the wireless edge network. Then, in...

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Bibliographic Details
Main Authors: Lim, Wei Yang Bryan, Ng, Jer Shyuan (Author), Xiong, Zehui (Author), Niyato, Dusit (Author)
Format: eBook
Language:English
Published: Cham Springer International Publishing 2022, 2022
Edition:1st ed. 2022
Series:Wireless Networks
Subjects:
Machine Learning
Computational Intelligence
Artificial Intelligence
Telecommunication
Communications Engineering, Networks
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Federated Learning at Mobile Edge Networks: A Tutorial
  • Multi-Dimensional Contract Matching Design for Federated Learning in UAV Networks
  • Joint Auction-Coalition Formation Framework for UAV-assisted Communication-Efficient Federated Learning
  • Evolutionary Edge Association and Auction in Hierarchical Federated Learning
  • Conclusion and Future Works

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