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参考读物

阅读作业有必读的教科书,Cover,T. M and J. A. Thomas,Elements of Information Theory, ,John Wiley & Sons,2001.  补充读物同时列在必读物下面。

讲# 主题 读物
1 简介,随机变量复习,熵,互信息,链式法则 第一章,2.1-2.5节
2 Jensen不等式,数据处理定理,Fanos不等式 2.6-2.8节和2.11节
3 马尔可夫链,随机过程的熵速率 第四章
4 不同类型的收敛,渐进均分性质(AEP),典型集合,联合典型 3.1-3.3节和8.6节
5 数据压缩,克拉夫特不等式,最优编码 5.1-5.5节
6 霍夫曼(Huffman)编码,分布的灵敏度,埃利斯(Elias)编码 5.6-5.9节
7 博弈 第六章
8 信道容量,删除信道 8.1-8.3节
9 编码定理 8.4-8.9节
10 强编码定理
11 强编码定理(续)
12 反馈容量 8.12节
13 联合信源信道编码 8.13节
14 微分熵 第九章
15 高斯信道  10.1-10.3节
16 高斯信道:并行,有色噪声,码间串扰 10.4-10.5节
17 熵的最大化 11.1-11.6节
18 有反馈的高斯信道 10.6节
19 衰落信道
20 类型,通用信源编码,香农定理 12.1-12.6节
21 多址接入信道 14.1-14.3节
22 Slepian-Wolf编码 14.4-14.5节
23 广播信道 14.6节
24 信道边信息,宽带信道



补充读物

本部分为这门课程提供可选的补充读物。并对各读物的难度进行了注明:

一星(*):容易的
两星(**):需要大量的数学基础
三星(***):专家级

Shannon,Claude. “A Mathematical Theory of Communication.” Bell System Technical Journal 27 (July and October, 1948):379-423和623-656.  

***Vembu,Sridhar,Sergio Verdu and Yossef Steinberg. “The Source-Channel Separation Theorem Revisited.” IEEE Trans. on Info. Theory 41, no. 1 (January 1995).

***Biglieri,Ezio,John Proakis and Shlomo Shamai. “Fading Channels: Information-Theoretic and Communications Aspects.”IEEE Trans. on Info. Theory 44,no. 6 (October, 1998).

*Rimoldi,Bixio, and Rudiger Urbanke. “A Rate-Splitting Approach to the Gaussian Multiple-Access Channel.”IEEE Trans. on Info. Theory 42, no. 2 (March, 1996).

*Bergmans,Patrick. “A Simple Converse for Broadcast Channels with Additive White Gaussian Noise.” IEEE Trans. on Info. Theory 20,no. 2 (March, 1974).

*———. “Random Coding Theorem for Broadcast Channels with Degraded Components.”"Random Coding Theorem for Broadcast Channels with Degraded Components" IEEE Trans. on Info. Theory 19,no. 2 (March, 1973).

**Cover, Thomas. "Comments on Broadcast Channels." IEEE Trans. on Info. Theory 44, no. 6 (October, 1998).

**Mushkin, Mordechai, and Israel Bar-David. "Capacity and Coding for the Gilbert-Elliott Channels." IEEE Trans. on Info. Theory 35, no. 6 (November, 1989).

***Feder, Meir, and Neri Merhav. "Hierarchical Universal Coding." IEEE Trans. on Info. Theory 42, no. 5 (September, 1986).

***Verdu, Sergio, and Te Sun Han. "A General Formula for Channel Capacity." IEEE Trans. on Info. Theory 40, no. 4 (July, 1994).

*Gallager, Robert. "Variations on a Theme by Huffman." IEEE Trans. on Info. Theory 24, no. 6 (November, 1978).

*Chomsky, Noam. "Three Models for the Description on Language." IEEE Trans. on Info. Theory 2, no. 3 (November, 1956).

**Thomas, Joy. "Feedback Can at Most Double Gaussian Multiple Access Channel Capacity." IEEE Trans. on Info. Theory 33, no. 5 (September, 1987).

**Cheng, Roger, and Sergio Verdu. "Gaussian Multiaccess Channel with ISI: Capacity Region and Multiuser Water-Filling." IEEE Trans. on Info. Theory 39, no. 3 (May, 1993).

***Caire, Giuseppe, and Shlomo Shamai. "On the Capacity of Some Channels with Channel State Information." IEEE Trans. on Info. Theory 45, no. 6 (September, 1999).

*Gray, Robert, Mari Dunham, and R. Gobbi. "Eogodicity of Markov Channels." IEEE Trans. on Info. Theory 33, no. 5 (September, 1987).

***Goldsmith, Andrea, and Pravin Varaiya. "Capacity, Mutual Information, and Coding for Finite-State Markov Channels." IEEE Trans. on Info. Theory 42, no. 3 (May, 1993).

*Gallager, Robert. "A Perspective on Multiaccess Channels." IEEE Trans. on Info. Theory 31, no. 2 (March, 1985).

***Hirt, Walter, and James Massey. "Capacity of the Discrete-Time Gaussian Channel with Inter-symbol Interference." IEEE Trans. on Info. Theory 34, no. 3 (May, 1988).

**Shamai, Shlomo, and Aaron Wyner. "Information-Theoretic Considerations for Symmetric Cellular, Multiple-Access Fading Channels, Part I and II." IEEE Trans. on Info. Theory 43, no. 6 (May, 1997).

***Ozarow, Lawrence. "Random Coding for Additive Gaussian Channels with Feedback." IEEE Trans. on Info. Theory 36, no. 1 (January, 1990).

***Hughes, Brian, and Tony Thomas. "On Error Exponents for Arbitrarily Varying Channels." IEEE Trans. on Info. Theory 42, no. 1 (May, 1996).

***Medard, Muriel, and Robert Gallager. "Bandwidth Scaling for Fading Multipath Channels." IEEE Trans. on Info. Theory 48, no. 4 (April, 2002).

***Gallager, Robert. "A Simple Derivation of the Coding Theorem and Some Applications." IEEE Trans. on Info. Theory 11, no. 1 (January, 1965).

***Telatar, Emre, and David Tse. "Capacity and Mutual Information of Wideband Multipath Fading Channels." IEEE Trans. on Info. Theory 46, no. 4 (July, 2000).

**Telatar, I., "Capacity of Multi-antenna Gaussian Channels." European Transactions on Telecommunications 10 (Nov/Dec 1999): 585-595.

Verdu, Sergio. "On Channel Capacity per Unit Cost." EEE Trans. on Info. Theory 36, no. 5 (September 1990).

———. "Spectral Efficiency in the Wideband Regime." EEE Trans. on Info. Theory 48, no. 6 (June 2002).

Forney, David. "On Exponential Error Bounds for Random Codes on the BSC."

Jindal, Nihar, Sriram Vishwanath, and Andrea Goldsmith. "On The Duality of Gaussian Multiple-Access and Broadcast Channels." Preprint 2002.


 
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