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Cover, Thomas M. / Thomas, Joy A.
Elements of Information Theory

2. Auflage - September 2006
87,90 Euro
2006. 776 Seiten, Hardcover
- Praktikerbuch -
ISBN-10: 0-471-24195-4
ISBN-13: 978-0-471-24195-9 - John Wiley & Sons

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Kurzbeschreibung
Elements of Information Theory, Second Edition, covers the standard topics of information theory, such as entropy, data compression, channel capacity, rate distortion, multi-user theory and hypothesis testing. It presents applications to communications, statistics, complexity theory, and investment. Chapters 1-9 cover the asymptotic equipartition property, data compression, and channel capacity culminating in the capacity of the Gaussian channel. Chapters 10-17 include rate distortion, the method of types, Kolmogorov complexity, network information theory, universal source coding, and portfolio theory.

The first edition of this book is the most successful book on information theory on the market today. Adoptions have remained strong since the book's publication in 1991.

Aus dem Inhalt
Preface to the Second Edition.

Preface to the First Edition.

Acknowledgments for the Second Edition.

Acknowledgments for the First Edition.

1. Introduction and Preview.

2. Entropy, Relative Entropy, and Mutual Information.

3. Asymptotic Equipartition Property.

4. Entropy Rates of a Stochastic Process.

5. Data Compression.

6. Gambling and Data Compression.

7. Channel Capacity.

8. Differential Entropy.

9. Gaussian Channel.

10. Rate Distortion Theory.

11. Information Theory and Statistics.

12. Maximum Entropy.

13. Universal Source Coding.

Compression.

14. Kolmogorov Complexity.

15. Network Information Theory.

16. Information Theory and Portfolio Theory.

17. Inequalities in Information Theory.

Bibliography.

List of Symbols.

Index.


 
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