Name: Federated Learning Over Wireless Edge Networks
SKU: 63495903
Availability: OutOfStock
Author: Jer Shyuan Ng;Wei Yang Bryan Lim;Zehui Xiong

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portada Federated Learning Over Wireless Edge Networks

Federated Learning Over Wireless Edge Networks

Formato

Libro Físico

Editorial

Springer Nature B.V.

Autor

Jer Shyuan Ng;Wei Yang Bryan Lim;Zehui Xiong

Año

2022

Idioma

Inglés

N° páginas

184

Encuadernación

Tapa Blanda

Dimensiones

23.4x15.6 cm

ISBN13

9783031078392

Federated Learning Over Wireless Edge Networks

Jer Shyuan Ng;Wei Yang Bryan Lim;Zehui Xiong (Autor) · Springer Nature B.V. · Tapa Blanda

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Reseña del libro "Federated Learning Over Wireless Edge Networks"

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.