Federated learning over wireless edge networks / Wei Yang Bryan Lim, Jer Shyuan Ng, Zehui Xiong, Dusit Niyato, Chunyan Miao.
Lim, Wei Yang Bryan, author.; Ng, Jer Shyuan, author.; Xiong, Zehui, author.; Niyato, Dusit, author.; Miao, Chunyan, author.
2022
Q325.5
Available Online

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Title Federated learning over wireless edge networks / Wei Yang Bryan Lim, Jer Shyuan Ng, Zehui Xiong, Dusit Niyato, Chunyan Miao.
Author Lim, Wei Yang Bryan, author.
ISBN 9783031078385 (electronic bk.)
3031078381 (electronic bk.)
3031078373
9783031078378
DOI https://doi.org/10.1007/978-3-031-07838-5
Published Cham : Springer, 2022.
Language English
Description 1 online resource.
Other Standard Identifiers 10.1007/978-3-031-07838-5 doi
Call Number Q325.5
Dewey Decimal Classification 006.3/1
Summary 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. Provides a concise introduction to Federated Learning (FL) and how it enables Edge Intelligence; Highlights the challenges inherent to achieving scalable implementation of FL at the wireless edge; Presents how FL can address challenges resulting from the confluence of AI and wireless communications.
Bibliography, etc. Note Includes bibliographical references and index.
Access Note Access limited to authorized users.
Added Author Ng, Jer Shyuan, author.
Xiong, Zehui, author.
Niyato, Dusit, author.
Miao, Chunyan, author.
Series Wireless networks (Springer (Firm))
Available in Other Form Print version: 9783031078378
Linked Resources Online Access
Record Appears in Online Resources > Ebooks
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Conclusion and Future Works.

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