1
课程详述
COURSE SPECIFICATION
以下课程信息可能根据实际授课需要或在课程检讨之后产生变动。如对课程有任何疑问,请联
系授课教师。
The course information as follows may be subject to change, either during the session because of unforeseen
circumstances, or following review of the course at the end of the session. Queries about the course should be
directed to the course instructor.
1.
课程名称 Course Title
信息论与编码 Information Theory and Coding
2.
授课院系
Originating Department
电子与电气工程系
Department of Electrical and Electronic Engineering
3.
课程编号
Course Code
EE411
4.
课程学分 Credit Value
2
5.
课程类别
Course Type
专业选修课 Major Elective Courses
6.
授课学期
Semester
秋季 Fall
7.
授课语言
Teaching Language
中英双语 English & Chinese
8.
他授课教师)
Instructor(s), Affiliation&
Contact
For team teaching, please list
all instructors
王锐 电子与电气工程系 wang.r@sustech.edu.cn
Rui Wang
Department of Electrical and Electronic Engineering
9.
/
方式
Tutor/TA(s), Contact
NA
10.
选课人数限额(不填)
Maximum Enrolment
Optional
50
授课方式
Delivery Method
习题/辅导/讨论
Tutorials
实验/实习
Lab/Practical
其它(请具体注明)
OtherPlease specify
总学时
Total
11.
学时数
Credit Hours
32
2
12.
先修课程、其它学习要求
Pre-requisites or Other
Academic Requirements
MA212 概率论与数理统计
MA212 Probability and Statistics
13.
后续课程、其它学习规划
Courses for which this course
is a pre-requisite
Postgraduate Courses
14.
其它要求修读本课程的学系
Cross-listing Dept.
教学大纲及教学日历 SYLLABUS
15.
教学目标 Course Objectives
本课程旨在让学生理解和掌握信息论和编码的基础知识,包括如下两个基础性问题:数据压缩的极限是多少;通信速率的
极限是多少。在理解上述极限的基础上,本课程还将让学生掌握接近上述极限的信源和信道编码方法。
This course will provide an introductory look into the broad areas of information theory and coding theory. As stated in the
course text, “Information theory answers two fundamental questions in communication theory: what is the ultimate date
compression (answer: the entropy H) and what is the ultimate transmission rate of communication (answer: the channel
capacity C). Some coding techniques will be discussed which approach these ultimate limits.
16.
预达学习成果 Learning Outcomes
通过课程的学习,学生将具备如下能力:
1. 掌握信息论的基础知识和概念,包括若干经典的证明。
2. 应用信息论解释通信系统的若干基本极限。
3. 能够在信息和通信系统中使用若干种基本的信源和信道编码技术。
4. 具备在信息论和通信工程领域进一步深造的能力。
After completing this course, the students will be able to
1. Understand the basic concepts and fundamentals of information theory, including some classical proofs in
information theory.
2. Use the information theory to explain some fundamental limitations of communication systems.
3. Conduct basic source and channel coding in information or communication systems.
4. Conduct more advanced study in information theory and communication engineering.
17.
课程内容及教学日历 (如授课语言以英文为主,则课程内容介绍可以用英文;如团队教学或模块教学,教学日历须注明
主讲人)
Course Contents (in Parts/Chapters/Sections/Weeks. Please notify name of instructor for course section(s), if
this is a team teaching or module course.)
3
1. Probability review.
2. Entropy: entropy, relative entropy, mutual information, chain rules, data processing inequality, the asymptotic
equipartition property, entropy rates for stochastic processes.
3. Data Compression: the Kraft inequality, Shannon-Fano codes, Huffman codes, arithmetic codes.
4. Channel Capacity: discrete channels, channel coding theorem, Gaussian channels, rate distortion theory.
5. Error Control Coding: linear block codes and their properties, Hamming codes, hard-decision decoding, cyclic
codes, convolutional codes, soft-decision decoding.
18.
教材及其它参考资料 Textbook and Supplementary Readings
Thomas M. Cover, Joy A. Thomas, Elements of Information Theory, 2
nd
Edition, Wiley-Interscience, 2006
信息论基础[Elements of Information Theory],第一版,Thomas M. Cover, Joy A. Thomas, 清华大学出版社
Raymond W. Yeung, Information Theory and Network Coding, Springer, 2008
F. J. MacWilliams, N.J.A. Sloane, The Theory of Error-Correcting Codes, North-Holland, 1977.
Shu Lin, D. J. Costello, Error Control Coding, 2
nd
edition, Principles of Mobile Communication, 2004.
课程评估 ASSESSMENT
19.
评估形式
Type of
Assessment
评估时间
Time
占考试总成绩百分比
% of final
score
违纪处罚
Penalty
备注
Notes
出勤 Attendance
课堂表现
Class
Performance
小测验
Quiz
15
课程项目 Projects
平时作业
Assignments
15
期中考试
Mid-Term Test
期末考试
Final Exam
45
期末报告
Final
25
4
Presentation
其它(可根据需
改写以上评估方
式)
Others (The
above may be
modified as
necessary)
20.
记分方式 GRADING SYSTEM
A. 十三级等级制 Letter Grading
B. 二级记分制(通/不通过) Pass/Fail Grading
课程审批 REVIEW AND APPROVAL
21.
本课程设置已经过以下责任人/员会审议通过
This Course has been approved by the following person or committee of authority