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schaffler s mathematics information theory applications 2024

Type:: E-books
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Uploaded On:: July 26, 2024, 7:04 a.m.
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Textbook in PDF format 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. Introduction Symbols List of Figures List of Tables Basics Message and Information Information and Chance Countable Systems The Entropy The Maximum Entropy Principle Conditional Probabilities Quantum Information General Systems The Entropy of Partitions Stationary Information Sources Density Functions and Entropy Conditional Expectations References

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schaffler s mathematics information theory applications 2024