Książka Federated Learning Over Wireless Edge Networks Wei Yang Bryan Lim

Federated Learning Over Wireless Edge Networks

Język: Angielski
Oprawa: Twarda
Wydawca: Springer, Berlin
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-13 dni
427.24
This book first presents a tutorial on Federated Learning (FL) and its role in enabling Edge Intelli...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2022
strony
165
EAN
9783031078378
Enbook ID
39193416
Waga
448
Wymiary
155 x 235 x 16

Pełny opis

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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