A First Course in Information Theory
(Sprache: Englisch)
This book provides an up-to-date introduction to information theory. It provides the first comprehensive treatment of the theory of I-Measure, network coding theory, Shannon and non-Shannon type information inequalities, and a relation between entropy and group theory.
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This book provides an up-to-date introduction to information theory. It provides the first comprehensive treatment of the theory of I-Measure, network coding theory, Shannon and non-Shannon type information inequalities, and a relation between entropy and group theory.
Klappentext zu „A First Course in Information Theory “
A First Course in Information Theory is an up-to-date introduction to information theory. In addition to the classical topics discussed, it provides the first comprehensive treatment of the theory of I-Measure, network coding theory, Shannon and non-Shannon type information inequalities, and a relation between entropy and group theory. ITIP, a software package for proving information inequalities, is also included. With a large number of examples, illustrations, and original problems, this book is excellent as a textbook or reference book for a senior or graduate level course on the subject, as well as a reference for researchers in related fields.
Inhaltsverzeichnis zu „A First Course in Information Theory “
1. The Science of Information2. Information Measures
3. Zero-Error Data Compression
4. Weak Typicality
5. Strong Typicality
6. The I-Measure
7. Markov Structures
8. Channel Capacity
9. Rate Distortion Theory
10. The Blahut-Arimoto Algorithms
11. Single-Source Network Coding
12. Information Inequalities
13. Shannon-Type Inequalities
Appendix 13A: The Basic Inequalities and the Polymatroidal Axioms
14. Beyond Shannon-Type Inequalities
15. Multi-Source Network Coding
- Appendix 15A: Approximation of Random Variables with Infinite Alphabets
16. Entropy and Groups
- Bibliography
- Index
Bibliographische Angaben
- Autor: Raymond W. Yeung
- 2002, 434 Seiten, Masse: 16,7 x 24,1 cm, Kartoniert (TB), Englisch
- Herausgegeben: Raymond W. Yeung
- Verlag: Springer Netherlands
- ISBN-10: 0306467917
- ISBN-13: 9780306467912
Sprache:
Englisch
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