An Introduction to Kolmogorov Complexity and Its Applications PDF ePub eBook

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An Introduction to Kolmogorov Complexity and Its Applications free pdf "The book is outstanding and admirable in many necessary reading for all kinds of readers from undergraduate students to top authorities in the field." Journal of Symbolic Logic Written by two experts in the field, this is the only comprehensive and unified treatment of the central ideas and their applications of Kolmogorov complexity. The book presents a thorough treatment of the subject with a wide range of illustrative applications. Such applications include the randomness of finite objects or infinite sequences, Martin-Loef tests for randomness, information theory, computational learning theory, the complexity of algorithms, and the thermodynamics of computing. It will be ideal for advanced undergraduate students, graduate students, and researchers in computer science, mathematics, cognitive sciences, philosophy, artificial intelligence, statistics, and physics. The book is self-contained in that it contains the basic requirements from mathematics and computer science. Included are also numerous problem sets, comments, source references, and hints to solutions of problems.New topics in this edition include Omega numbers, Kolmogorov--Loveland randomness, universal learning, communication complexity, Kolmogorov's random graphs, time-limited universal distribution, Shannon information and others.

About Li Ming

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Details Book

Author : Li Ming
Publisher : Springer-Verlag New York Inc.
Data Published : 21 November 2008
ISBN : 0387339981
EAN : 9780387339986
Format Book : PDF, Epub, DOCx, TXT
Number of Pages : 792 pages
Age + : 15 years
Language : English
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