Network Information Theory (Hardcover)
暫譯: 網路資訊理論 (精裝版)

Professor Abbas El Gamal, Young-Han Kim

  • 出版商: Cambridge
  • 出版日期: 2012-01-16
  • 售價: $1,460
  • 貴賓價: 9.8$1,431
  • 語言: 英文
  • 頁數: 714
  • 裝訂: Hardcover
  • ISBN: 1107008735
  • ISBN-13: 9781107008731
  • 其他版本: Network Information Theory (Paperback)
  • 立即出貨 (庫存=1)

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商品描述

This comprehensive treatment of network information theory and its applications provides the first unified coverage of both classical and recent results. With an approach that balances the introduction of new models and new coding techniques, readers are guided through Shannon's point-to-point information theory, single-hop networks, multihop networks, and extensions to distributed computing, secrecy, wireless communication, and networking. Elementary mathematical tools and techniques are used throughout, requiring only basic knowledge of probability, whilst unified proofs of coding theorems are based on a few simple lemmas, making the text accessible to newcomers. Key topics covered include successive cancellation and superposition coding, MIMO wireless communication, network coding, and cooperative relaying. Also covered are feedback and interactive communication, capacity approximations and scaling laws, and asynchronous and random access channels. This book is ideal for use in the classroom, for self-study, and as a reference for researchers and engineers in industry and academia.

Features
‧ The first complete and unified coverage of both classical and recent results
‧ Uses elementary mathematical tools and techniques throughout, making the text open to newcomers to the field
‧ Includes a wealth of illustrations, worked examples, bibliographic notes and over 250 end-of-chapter problems

Table Of Contents

1. Introduction

Part I. Preliminaries:

2. Information measures and typicality

3. Point-to-point information theory

Part II. Single-Hop Networks:

4. Multiple access channels

5. Degraded broadcast channels

6. Interference channels

7. Channels with state

8. General broadcast channels

9. Gaussian vector channels

10. Distributed lossless compression

11. Lossy compression with side information

12. Distributed lossy compression

13. Multiple description coding

14. Joint source-channel coding

Part III. Multihop Networks:

15. Graphical networks

16. Relay channels

17. Interactive channel coding

18. Discrete memoryless networks

19. Gaussian networks

20. Compression over graphical networks

Part IV. Extensions:

21. Communication for computing

22. Information theoretic secrecy

23. Wireless fading channels

24. Networking and information theory

Appendices:

A. Convex sets and functions

B. Probability and estimation

C. Cardinality bounding techniques

D. Fourier–Motzkin elimination

E. Convex optimization.

商品描述(中文翻譯)

這本全面探討網路資訊理論及其應用的書籍,首次統一涵蓋了古典與近期的研究成果。書中以平衡新模型與新編碼技術的方式,引導讀者了解香農的點對點資訊理論、單跳網路、多跳網路,以及對分散式計算、保密性、無線通信和網路的擴展。全書使用基本的數學工具和技術,只需具備基本的機率知識,而編碼定理的統一證明則基於幾個簡單的引理,使得文本對新手友好。主要涵蓋的主題包括連續取消與疊加編碼、MIMO無線通信、網路編碼和合作中繼。此外,還包括反饋與互動通信、容量近似與縮放法則,以及非同步和隨機存取通道。本書非常適合用於課堂教學、自學,以及作為業界和學術界研究人員和工程師的參考資料。

特點
‧ 首次完整且統一涵蓋古典與近期的研究成果
‧ 全書使用基本的數學工具和技術,使文本對新手開放
‧ 包含大量插圖、範例、文獻註釋及超過250個章末問題

目錄

1. 介紹

第一部分:初步知識:

2. 資訊量度與典型性

3. 點對點資訊理論

第二部分:單跳網路:

4. 多重存取通道

5. 降級廣播通道

6. 干擾通道

7. 帶狀態的通道

8. 一般廣播通道

9. 高斯向量通道

10. 分散式無損壓縮

11. 帶側資訊的有損壓縮

12. 分散式有損壓縮

13. 多重描述編碼

14. 聯合源-通道編碼

第三部分:多跳網路:

15. 圖形網路

16. 中繼通道

17. 互動通道編碼

18. 離散無記憶網路

19. 高斯網路

20. 圖形網路上的壓縮

第四部分:擴展:

21. 計算通信

22. 資訊理論保密性

23. 無線衰落通道

24. 網路與資訊理論

附錄:

A. 凸集與函數

B. 機率與估計

C. 基數界定技術

D. 傅立葉-莫茲金消去法

E. 凸優化。