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<図書>
Probability and information : an integrated approach

責任表示 David Applebaum
データ種別 図書
2nd ed
出版情報 Cambridge : Cambridge University Press , 2008
本文言語 英語
大きさ xvi, 273 p. : ill. ; 26 cm
概要 An updated new edition of the popular elementary introduction to probability theory and information theory, now containing additional material on Markov chains and their entropy. Suitable as a textboo... for beginning students in mathematics, statistics, computer science or economics, the only prerequisite is some knowledge of basic calculus. A clear and systematic foundation to the subject is provided; the concept of probability is given particular attention via a simplified discussion of measures on Boolean algebras. The theoretical ideas are then applied to practical areas such as statistical inference, random walks, statistical mechanics and communications modelling. Topics discussed include discrete and continuous random variables, entropy and mutual information, maximum entropy methods, the central limit theorem and the coding and transmission of information. Many examples and exercises illustrate how the theory can be applied, for example, to information technology. Detailed solutions to most exercises are available on the web. Book jacket.
An updated new edition of the popular elementary introduction to probability theory and information theory, now containing additional material on Markov chains and their entropy. Suitable as a textbook for beginning students in mathematics, statistics, computer science or economics, the only prerequisite is some knowledge of basic calculus. A clear and systematic foundation to the subject is provided; the concept of probability is given particular attention via a simplified discussion of measures on Boolean algebras. The theoretical ideas are then applied to practical areas such as statistical inference, random walks, statistical mechanics and communications modelling. Topics discussed include discrete and continuous random variables, entropy and mutual information, maximum entropy methods, the central limit theorem and the coding and transmission of information. Many examples and exercises illustrate how the theory can be applied, for example, to information technology. Detailed solutions to most exercises are available on the web. Book jacket.
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所蔵情報


: pbk 理系図1F 開架 417.1/A 59 2008
031212009000896 Global 30

書誌詳細

著者標目 *Applebaum, David, 1956-
件 名 LCSH:Probabilities
LCSH:Information theory
分 類 NDC9:417.1
LCC:QA273.A66
DC20:519.2
書誌ID 1001409267
ISBN 9780521899048
NCID BA86591979
巻冊次 : hbk. ; ISBN:9780521899048
: pbk ; ISBN:9780521727884
登録日 2009.12.24
更新日 2009.12.24