Mathematics of Information

£24.99

Mathematics of Information

Theory and Applications of Shannon-Wiener Information

Probability and statistics Stochastics Quantum physics (quantum mechanics and quantum field theory) Mathematical physics Mathematical theory of computation

Author: Stefan Schaffler

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Collection: Mathematics Study Resources

Language: English

Published by: Springer

Published on: 22nd July 2024

Format: LCP-protected ePub

ISBN: 9783662691021


Introduction to Information Theory

Starting with the Shannon-Wiener approach to mathematical information theory, allowing a mathematical "measurement" of an amount of information, the book begins by defining the terms message and information and axiomatically assigning an amount of information to a probability. The second part explores countable probability spaces, leading to the definition of Shannon entropy based on the average amount of information; three classical applications of Shannon entropy in statistical physics, mathematical statistics, and communication engineering are presented, along with an initial glimpse into the field of quantum information. The third part is dedicated to general probability spaces, focusing on the information-theoretical analysis of dynamic systems.

The book builds on bachelor-level knowledge and is primarily intended for mathematicians and computer scientists, placing a strong emphasis on rigorous proofs.

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