Federated learning over wireless edge networks / Wei Yang Bryan Lim, Jer Shyuan Ng, Zehui Xiong, Dusit Niyato, Chunyan Miao.
2022
Q325.5
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Can lend chapters, not whole ebooks
Details
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
3031078381 (electronic bk.)
3031078373
9783031078378
Published
Cham : Springer, 2022.
Language
English
Description
1 online resource.
Item Number
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.
Xiong, Zehui, author.
Niyato, Dusit, author.
Miao, Chunyan, author.
Series
Wireless networks (Springer (Firm))
Available in Other Form
Print version: 9783031078378
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Online Access
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Online Resources > Ebooks
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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.
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.