Information theory : from coding to learning /

This enthusiastic introduction to the fundamentals of information theory builds from classical Shannon theory through to modern applications in statistical learning. Includes over 210 student exercises, emphasizing practical applications in statistics, machine learning and modern communication theor...

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Bibliographic Details
Main Authors: Polyanskiy, Yury, 1982- (Author), Wu, Yihong, 1984- (Author)
Format: Book
Language:English
Published: Cambridge ; New York : Cambridge University Press, [2025].
Subjects:
Description
Summary:This enthusiastic introduction to the fundamentals of information theory builds from classical Shannon theory through to modern applications in statistical learning. Includes over 210 student exercises, emphasizing practical applications in statistics, machine learning and modern communication theory. Accompanied by online instructor solutions.
Physical Description:xxiv, 724 pages : illustrations ; 26 cm.
Bibliography:Includes bibliographical references and index.
ISBN:9781108832908
1108832903