Information Theory
Module EI5005
This module handbook serves to describe contents, learning outcome, methods and examination type as well as linking to current dates for courses and module examination in the respective sections.
Basic Information
EI5005 is a semester module in English language at Master’s level which is offered in winter semester.
This module description is valid to SS 2013.
Total workload | Contact hours | Credits (ECTS) |
---|---|---|
90 h | 45 h | 3 CP |
Content, Learning Outcome and Preconditions
Content
Review of probability theory. Uncertainty and mutual information.
Source coding: Discrete Memoryless Sources, Prefix-Free codes, Shannon-Fano codes, Huffman codes, Arithmetic codes, Lempel-Ziv codes, Elias-Willems codes.
Channel coding: Discrete Memoryless Channnels, Capacity, Fano's inequality, Random Coding. Additive white Gaussian noise channels.
Source coding: Discrete Memoryless Sources, Prefix-Free codes, Shannon-Fano codes, Huffman codes, Arithmetic codes, Lempel-Ziv codes, Elias-Willems codes.
Channel coding: Discrete Memoryless Channnels, Capacity, Fano's inequality, Random Coding. Additive white Gaussian noise channels.
Learning Outcome
The course covers the basic concepts of information theory, including entropy and mutual information, lossless data compression for memoryless and stationary sources, and reliable communication over memoryless channels.
Preconditions
Basic principles of probability theory and statistics
Courses, Learning and Teaching Methods and Literature
Courses and Schedule
Type | SWS | Title | Lecturer(s) | Dates | Links |
---|---|---|---|---|---|
VU | 3 | Information Theory and Source Coding |
Tue, 08:45–09:30 Tue, 15:00–16:30 |
eLearning documents |
Learning and Teaching Methods
Lerning method:
Lectures, tutorials, excercises, individual study.
Teaching method:
The students are instructed in an explorative teaching style.
Lectures, tutorials, excercises, individual study.
Teaching method:
The students are instructed in an explorative teaching style.
Media
- Lecture notes
- Problem sheets
- Presentation slides
- Problem sheets
- Presentation slides
Literature
Further reading:
- Cover, T., Thomas, J.: Elements of Information Theory, Wiley-Interscience; 2nd edition
- Cover, T., Thomas, J.: Elements of Information Theory, Wiley-Interscience; 2nd edition