ENGLISH

Federated Learning Over Wireless Edge Networks (Wireless Networks)

By Dusit Niyato , Chunyan Miao , Zehui Xiong , Wei Yang Bryan Lim , Jer Shyuan Ng

Book information

Publisher
Springer
Year
2022
ISBN
3031078373, 9783031078378
Language
english
Format
PDF
Filesize
5 MB (5116187 bytes)
Pages
180\175
Time added
2024-04-07 03:12:10

Description

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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