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Federated Learning Over Wireless Edge Networks (in English)
Wei Yang Bryan Lim
(Author)
·
Jer Shyuan Ng
(Author)
·
Zehui Xiong
(Author)
·
Springer
· Paperback
Federated Learning Over Wireless Edge Networks (in English) - Lim, Wei Yang Bryan ; Ng, Jer Shyuan ; Xiong, Zehui
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Synopsis "Federated Learning Over Wireless Edge Networks (in English)"
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 consideration of resource heterogeneity at the network edge, the authors provide multifaceted solutions at the intersection of network economics, game theory, and machine learning towards improving the efficiency of resource allocation for FL over the wireless edge networks. A clear understanding of such issues and the presented theoretical studies will serve to guide practitioners and researchers in implementing resource-efficient FL systems and solving the open issues in FL respectively.
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All books in our catalog are Original.
The book is written in English.
The binding of this edition is Paperback.
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