Communication efficient federated learning for wireless networks / Mingzhe Chen, Shuguang Cui.
This book provides a comprehensive study of Federated Learning (FL) over wireless networks. It consists of three main parts: (a) Fundamentals and preliminaries of FL, (b) analysis and optimization of FL over wireless networks, and (c) applications of wireless FL for Internet-of-Things systems. In pa...
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| Main Authors: | , |
| Format: | eBook |
| Language: | English |
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Springer,
[2024]
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| Series: | Wireless networks (Springer (Firm))
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Table of Contents:
- Part. I. Fundamentals and Preliminaries of Federated Learning
- Chapter. 1. Introduction
- Chapter. 2. Fundamentals and Preliminaries of Federated Learning
- Chapter. 3. Resource Management for Federated Learning
- Chapter. 4. Quantization for Federated Learning
- Chapter. 5. Federated Learning with Over the Air Computation
- Chapter. 6. Federated Learning for Autonomous Vehicles Control
- Chapter. 7. Federated Learning for Mobile Edge Computing.