Network Information Theory (Hardcover)
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 折 $1,431
- 語言: 英文
- 頁數: 714
- 裝訂: Hardcover
- ISBN: 1107008735
- ISBN-13: 9781107008731
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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)
這本書是對網絡信息理論及其應用的全面介紹,提供了首個統一的經典和最新成果的涵蓋範圍。通過平衡引入新模型和新編碼技術的方法,讀者將被引導穿越Shannon的點對點信息理論、單跳網絡、多跳網絡以及分佈式計算、保密性、無線通信和網絡擴展。全書運用基本的數學工具和技巧,只需要基本的概率知識,統一的編碼定理證明基於幾個簡單的引理,使得本書對初學者易於理解。主要涵蓋的主題包括連續取消和疊加編碼、MIMO無線通信、網絡編碼和合作中繼。還包括反饋和互動通信、容量近似和擴展定律、異步和隨機訪問通道。本書適用於課堂教學、自學以及作為工業和學術界研究人員和工程師的參考書。
特點:
- 首個完整且統一涵蓋經典和最新成果的書籍
- 全書運用基本的數學工具和技巧,對初學者開放
- 包含豐富的插圖、實例、參考文獻和250多個章末問題
目錄:
1. 引言
第一部分:前提
2. 信息度量和典型性
3. 點對點信息理論
第二部分:單跳網絡
4. 多路訪問通道
5. 降級廣播通道
6. 干擾通道
7. 帶狀通道
8. 通用廣播通道
9. 高斯向量通道
10. 分佈式無損壓縮
11. 帶副信息的有損壓縮
12. 分佈式有損壓縮
13. 多描述編碼
14. 聯合源-通道編碼
第三部分:多跳網絡
15. 圖形網絡
16. 中繼通道
17. 互動通道編碼
18. 離散無記憶網絡
19. 高斯網絡
20. 圖形網絡上的壓縮
第四部分:擴展
21. 計算通信
22. 信息理論保密性
23. 無線衰落通道
24. 網絡和信息理論
附錄:
A. 凸集和凸函數
B. 概率和估計
C. 基數界定技巧
D. 傅立葉-莫茨金消除
E. 凸優化。