Federated Learning Over Wireless Edge Networks - Softcover

Ng, Jer Shyuan; Lim, Wei Yang Bryan; Xiong, Zehui

 
9783031078392: Federated Learning Over Wireless Edge Networks

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Inhaltsangabe

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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9783031078378: Federated Learning Over Wireless Edge Networks (Wireless Networks)

Vorgestellte Ausgabe

ISBN 10:  3031078373 ISBN 13:  9783031078378
Verlag: Springer, 2022
Hardcover