Machine Learning and Wireless Communications


Machine Learning and Wireless Communications New Edition
Author: Yonina C. Eldar,Andrea Goldsmith ,Deniz Gündüz,H. Vincent Poor (Editor)
Publisher Finelybook 出版社: Cambridge University Press; New edition (September 30, 2022)
Language 语言: English
pages 页数: 575 pages
ISBN-10 书号: 1108832989
ISBN-13 书号: 9781108832984


Book Description
How can machine learning help the design of future communication networks – and how can future networks meet the demands of emerging machine learning applications? Discover the interactions between two of the most transformative and impactful technologies of our age in this comprehensive book. First, learn how modern machine learning techniques, such as deep neural networks, can transform how we design and optimize future communication networks. Accessible introductions to concepts and tools are accompanied Author: numerous real-world examples, showing you how these techniques can be used to tackle longstanding problems. Next, explore the design of wireless networks as platforms for machine learning applications – an overview of modern machine learning techniques and communication protocols will help you to understand the challenges, while new methods and design approaches will be presented to handle wireless channel impairments such as noise and interference, to meet the demands of emerging machine learning applications at the wireless edge.


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