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Federated Learning Over Wireless Edge Networks

Name: Federated Learning Over Wireless Edge Networks
Brand: Springer, Berlin
SKU: 39193416
Price: 102.44 EUR
Availability: InStock
Author: Wei Yang Bryan Lim
ISBN: 9783031078378

Language

English

Book Hardback

Libristo code: 39193416

Publishers Springer, Berlin, November 2021

This book first presents a tutorial on Federated Learning (FL) and its role in enabling Edge Intelli... Full description

Libristo code: 39193416

249 b

102.44 €

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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.