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An Introduction to Kolmogorov Complexity and Its Applications
Ming LiPaul Vitanyi
出版Springer Science & Business Media, 2013-04-18
主題Computers / Computer ScienceComputers / Programming / AlgorithmsComputers / Information TechnologyMathematics / Numerical Analysis
ISBN14757386099781475738605
URLhttp://books.google.com.hk/books?id=JvXiBwAAQBAJ&hl=&source=gbs_api
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註釋With this book, the authors are trying to present in a unified treatment an introduction to the central ideas and their applications of the Kolmogorov Complexity, the theory dealing with the quantity of information in individual objects. This book is appropriate for either a one- or two-semester introductory course in departments of computer science, mathematics, physics, probability theory and statistics, artificial intelligence, and philosophy. Although the mathematical theory of Kolmogorov complexity contains sophisticated mathematics, the amount of math one needs to know to apply the notions in widely divergent areas, is very little. The authors' purpose is to develop the theory in detail and outline a wide range of illustrative applications. This book is an attempt to grasp the mass of fragmented knowledge of this fascinating theory. Chapter 1 is a compilation of material on the diverse notations and disciplines we draw upon in order to make the book self-contained. The mathematical theory of Kolmogorov complexity is treated in chapters 2-4; the applications are treated in chapters 4-8.