"This book presents a succinct and mathematically rigorous treatment of the main pillars of Shannon's information theory, discussing the fundamental concepts and indispensable results of Shannon's mathematical theory of communications. It includes five meticulously written core chapters (with accomp
An Introduction to Single-User Information Theory
β Scribed by Fady Alajaji, Po-Ning Chen
- Publisher
- Springer Singapore
- Year
- 2018
- Tongue
- English
- Leaves
- 333
- Series
- Springer Undergraduate Texts in Mathematics and Technology
- Edition
- 1st ed.
- Category
- Library
No coin nor oath required. For personal study only.
β¦ Synopsis
This book presents a succinct and mathematically rigorous treatment of the main pillars of Shannonβs information theory, discussing the fundamental concepts and indispensable results of Shannonβs mathematical theory of communications. It includes five meticulously written core chapters (with accompanying problems), emphasizing the key topics of information measures; lossless and lossy data compression; channel coding; and joint source-channel coding for single-user (point-to-point) communications systems. It also features two appendices covering necessary background material in real analysis and in probability theory and stochastic processes.
The book is ideal for a one-semester foundational course on information theory for senior undergraduate and entry-level graduate students in mathematics, statistics, engineering, and computing and information sciences. A comprehensive instructorβs solutions manual is available.
β¦ Table of Contents
Front Matter ....Pages i-xvii
Introduction (Fady Alajaji, Po-Ning Chen)....Pages 1-4
Information Measures for Discrete Systems (Fady Alajaji, Po-Ning Chen)....Pages 5-54
Lossless Data Compression (Fady Alajaji, Po-Ning Chen)....Pages 55-104
Data Transmission and Channel Capacity (Fady Alajaji, Po-Ning Chen)....Pages 105-163
Differential Entropy and Gaussian Channels (Fady Alajaji, Po-Ning Chen)....Pages 165-217
Lossy Data Compression and Transmission (Fady Alajaji, Po-Ning Chen)....Pages 219-262
Back Matter ....Pages 263-323
β¦ Subjects
Mathematics; Information and Communication, Circuits
π SIMILAR VOLUMES
This is a very well written book. It cleared up many problems I had in understanding the basics of information theory. The only real fault of the book is that it was written in 1982 or so thus some new developments in information theory -- like Susskind's discovery of the maximum information that
Second (1980) edition. "Uncommonly good...the most satisfying discussion to be found"βScientific American. Covers encoding and binary digits, entropy, language and meaning, efficient encoding and the noisy channel, and explores ways in which information theory relates to physics, cybernetics, psycho
Covers encoding and binary digits, entropy, language and meaning, efficient encoding and the noisy channel, and explores ways in which information theory relates to physics, cybernetics, psychology, and art.Β "Uncommonly good...the most satisfying discussion to be found." β Scientific American. 1980
Information Theory