Machine Learning for Wireless Communications and Networking: An Introduction
暫譯: 無線通信與網路的機器學習:入門指南

Chen, Kwang-Cheng

  • 出版商: Academic Press
  • 出版日期: 2025-01-01
  • 售價: $4,610
  • 貴賓價: 9.5$4,380
  • 語言: 英文
  • 頁數: 375
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0323912389
  • ISBN-13: 9780323912389
  • 相關分類: Machine LearningWireless-networks
  • 海外代購書籍(需單獨結帳)

商品描述

Machine Learning for Wireless Communications and Networking: An Introduction provides an easy-to-understand introduction to machine learning methods and techniques and their application to wireless communications. The book covers a wide range of machine learning techniques, starting with concepts related to statistical signal processing (i.e., decision/detection and estimation), taking advantage of the commonality of knowledge between statistical learning and statistical communication theory that the electronic engineer will be familiar with. Each chapter focuses on a class of machine learning techniques, clearly explaining the principles with a supporting range of examples in general wireless communications, wireless networks, sensor networks, and signal processing.

Every chapter also has a dedicated section applying machine learning techniques to specific, state-of-the-art wireless network applications. This book will be ideal for graduate and senior undergraduate students in wireless communications and networking who need to understand and apply machine learning techniques, researchers in wireless communications, signal processing, wireless network professionals who need background knowledge in machine learning for wireless systems and networks, and engineers and professionals in the wireless communications and networking industry seeking to learn this important new technology which is having a major impact in the field.

商品描述(中文翻譯)

《無線通信與網路的機器學習:入門》提供了一個易於理解的機器學習方法和技術的介紹,以及它們在無線通信中的應用。本書涵蓋了廣泛的機器學習技術,從與統計信號處理相關的概念(即決策/檢測和估計)開始,利用統計學習與統計通信理論之間的知識共通性,這是電子工程師所熟悉的。每一章專注於一類機器學習技術,清楚地解釋原理,並提供一般無線通信、無線網路、感測器網路和信號處理的範例作為支持。

每一章還有一個專門的部分,將機器學習技術應用於特定的最先進無線網路應用。本書非常適合無線通信和網路的研究生及高年級本科生,這些學生需要理解和應用機器學習技術;無線通信、信號處理的研究人員;需要具備無線系統和網路機器學習背景知識的無線網路專業人士;以及希望學習這項在該領域產生重大影響的重要新技術的無線通信和網路行業的工程師和專業人士。

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