Book contents
- Frontmatter
- Dedication
- Contents
- Contributors
- Preface
- 1 Machine Learning and Communications: An Introduction
- Part I Machine Learning for Wireless Networks
- 2 Deep Neural Networks for Joint Source-Channel Coding
- 3 Neural Network Coding
- 4 Channel Coding via Machine Learning
- 5 Channel Estimation, Feedback, and Signal Detection
- 6 Model-Based Machine Learning for Communications
- 7 Constrained Unsupervised Learning for Wireless Network Optimization
- 8 Radio Resource Allocation in Smart Radio Environments
- 9 Reinforcement Learning for Physical Layer Communications
- 10 Data-Driven Wireless Networks: Scalability and Uncertainty
- 11 Capacity Estimation Using Machine Learning
- Part II Wireless Networks for Machine Learning
- Index
6 - Model-Based Machine Learning for Communications
from Part I - Machine Learning for Wireless Networks
Published online by Cambridge University Press: 16 June 2022
Book contents
- Frontmatter
- Dedication
- Contents
- Contributors
- Preface
- 1 Machine Learning and Communications: An Introduction
- Part I Machine Learning for Wireless Networks
- 2 Deep Neural Networks for Joint Source-Channel Coding
- 3 Neural Network Coding
- 4 Channel Coding via Machine Learning
- 5 Channel Estimation, Feedback, and Signal Detection
- 6 Model-Based Machine Learning for Communications
- 7 Constrained Unsupervised Learning for Wireless Network Optimization
- 8 Radio Resource Allocation in Smart Radio Environments
- 9 Reinforcement Learning for Physical Layer Communications
- 10 Data-Driven Wireless Networks: Scalability and Uncertainty
- 11 Capacity Estimation Using Machine Learning
- Part II Wireless Networks for Machine Learning
- Index
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- Machine Learning and Wireless Communications , pp. 145 - 181Publisher: Cambridge University PressPrint publication year: 2022
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