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Probability and Information

Name: Probability and Information
Brand: Cambridge University Press
SKU: 02049787
Price: 133.89 EUR
Availability: InStock
Author: David Applebaum
ISBN: 9780521899048

An Integrated Approach

David Applebaum

Lingua

Inglese

Libro Rigido

Codice Libristo: 02049787

Casa editrice Cambridge University Press, agosto 2008

This updated textbook is an excellent way to introduce probability and information theory to new stu... Descrizione completa

Codice Libristo: 02049787

328 b

133.89 €

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This updated textbook is an excellent way to introduce probability and information theory to new students in mathematics, computer science, engineering, statistics, economics, or business studies. Only requiring knowledge of basic calculus, it starts by building a clear and systematic foundation to the subject: 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 covered include discrete and continuous random variables, entropy and mutual information, maximum entropy methods, the central limit theorem and the coding and transmission of information, and added for this new edition is material on Markov chains and their entropy. Lots of examples and exercises are included to illustrate how to use the theory in a wide range of applications, with detailed solutions to most exercises available online for instructors.