Name: Applications of Machine Learning in Wireless Communications By Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)
SKU: 9781785616570
Price: 142.09 GBP
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Applications of Machine Learning in Wireless Communications Summary

Applications of Machine Learning in Wireless Communications by Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

Machine learning explores the study and development of algorithms that can learn from and make predictions and decisions based on data. Applications of machine learning in wireless communications have been receiving a lot of attention, especially in the era of big data and IoT, where data mining and data analysis technologies are effective approaches to solving wireless system evaluation and design issues.

This edited book presents current and future developments and trends in wireless communication technologies based on contributions from machine learning and other fields of artificial intelligence, including channel modelling, signal estimation and detection, energy efficiency, cognitive radios, wireless sensor networks, vehicular communications, and wireless multimedia communications. The book is aimed at a readership of researchers, engineers and students working on wireless communications and machine learning, especially those working with big data and artificial intelligence multi-disciplinary fields related to wireless communication technologies.

About Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

Ruisi He is a Professor at the State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University, China. His research interests include measurement and modelling of wireless channels, machine learning and clustering analysis in wireless communications, vehicular and high-speed railway communications, 5G massive MIMO and high frequency communication techniques. Zhiguo Ding is a Professor at the School of Electrical and Electronic Engineering at the University of Manchester, UK. He holds a Ph. D degree in Electrical Engineering from Imperial College London, UK. His research interests are in 5G networks, game theory, cooperative and energy harvesting networks and statistical signal processing.

Chapter 1: Introduction of machine learning
Chapter 2: Machine-learning-enabled channel modeling
Chapter 3: Channel prediction based on machine-learning algorithms
Chapter 4: Machine-learning-based channel estimation
Chapter 5: Signal identification in cognitive radios using machine learning
Chapter 6: Compressive sensing for wireless sensor networks
Chapter 7: Reinforcement learning-based channel sharing in wireless vehicular networks
Chapter 8: Machine-learning-based perceptual video coding in wireless multimedia communications
Chapter 9: Machine-learning-based saliency detection and its video decoding application in wireless multimedia communications
Chapter 10: Deep learning for indoor localization based on bimodal CSI data
Chapter 11: Reinforcement-learning-based wireless resource allocation
Chapter 12: Q-learning-based power control in small-cell networks
Chapter 13: Data-driven vehicular mobility modeling and prediction

Additional information

Sku

NPB9781785616570

ISBN 13

9781785616570

ISBN 10

1785616579

Title

Applications of Machine Learning in Wireless Communications by Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

Author

Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

Series

Telecommunications

Condition

New

Binding type

Hardback

Publisher

Institution of Engineering and Technology

Year published

2019-08-15

Number of pages

490

Prizes

N/A

Cover note

Book picture is for illustrative purposes only, actual binding, cover or edition may vary.

Note

This is a new book - be the first to read this copy. With untouched pages and a perfect binding, your brand new copy is ready to be opened for the first time

Applications of Machine Learning in Wireless Communications Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

Applications of Machine Learning in Wireless Communications by Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

Summary

Applications of Machine Learning in Wireless Communications Summary

Applications of Machine Learning in Wireless Communications by Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

About Ruisi He (Professor, Beijing Jiaotong University, State Key Laboratory of Rail Traffic Control and Safety, China)

Table of Contents

Additional information

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