Information Theory

Information Theory
Author :
Publisher : Packt Publishing Ltd
Total Pages : 294
Release :
ISBN-10 : 9781837026845
ISBN-13 : 183702684X
Rating : 4/5 (45 Downloads)

Book Synopsis Information Theory by : James V Stone

Download or read book Information Theory written by James V Stone and published by Packt Publishing Ltd. This book was released on 2024-11-25 with total page 294 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn the fundamentals of information theory, including entropy, coding, and data compression, while exploring advanced topics like transfer entropy, thermodynamics, and real-world applications. Key Features A clear blend of foundational theory and advanced topics suitable for various expertise levels A focus on practical examples to complement theoretical concepts and enhance comprehension Comprehensive coverage of applications, including data compression, thermodynamics, and biology Book DescriptionThis book offers a comprehensive journey through the fascinating world of information theory, beginning with the fundamental question: what is information? Early chapters introduce key concepts like entropy, binary representation, and data compression, providing a clear and accessible foundation. Readers explore Shannon's source coding theorem and practical tools like Huffman coding to understand how information is quantified and optimized. Building on these basics, the book delves into advanced topics such as the noisy channel coding theorem, mutual information, and error correction techniques. It examines entropy in continuous systems, channel capacity, and rate-distortion theory, making complex ideas accessible through real-world examples. Connections between information and thermodynamics are also explored, including Maxwell’s Demon, the Landauer Limit, and the second law of thermodynamics. The final chapters tie information theory to biology and artificial intelligence, investigating its role in evolution, the human genome, and brain computation. With practical examples throughout, this book balances theoretical depth with hands-on learning, making it an essential resource for mastering information theory. A basic mathematical foundation will be beneficial but is not required to engage with the material.What you will learn Understand the core concepts of information theory Analyze entropy in discrete and continuous systems Explore Shannon's source and channel coding theorems Apply Huffman coding and data compression techniques Examine mutual information and its significance Relate thermodynamic entropy to information theory Who this book is for This book is perfect for students, engineers, and researchers in computer science, electrical engineering, physics, and related fields. A basic mathematical foundation will enhance understanding and ensure readers can fully grasp the concepts and their practical applications.


Information Theory Related Books

Information Theory
Language: en
Pages: 294
Authors: James V Stone
Categories: Computers
Type: BOOK - Published: 2024-11-25 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Learn the fundamentals of information theory, including entropy, coding, and data compression, while exploring advanced topics like transfer entropy, thermodyna
An Introduction to Information Theory
Language: en
Pages: 335
Authors: John Robinson Pierce
Categories: Computers
Type: BOOK - Published: 1980-01-01 - Publisher: Courier Corporation

DOWNLOAD EBOOK

Behind the familiar surfaces of the telephone, radio, and television lies a sophisticated and intriguing body of knowledge known as information theory. This is
Symbols, Signals, and Noise
Language: en
Pages: 348
Authors: John Robinson Pierce
Categories: Communication
Type: BOOK - Published: 1961 - Publisher:

DOWNLOAD EBOOK

An Introduction to Information Theory
Language: en
Pages: 532
Authors: Fazlollah M. Reza
Categories: Information theory
Type: BOOK - Published: 1961 - Publisher:

DOWNLOAD EBOOK

Mathematical Foundations of Information Theory
Language: en
Pages: 130
Authors: Aleksandr I?Akovlevich Khinchin
Categories: Mathematics
Type: BOOK - Published: 1957-01-01 - Publisher: Courier Corporation

DOWNLOAD EBOOK

First comprehensive introduction to information theory explores the work of Shannon, McMillan, Feinstein, and Khinchin. Topics include the entropy concept in pr