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Entropy of Hidden Markov Processes and Connections to Dynamical Systems

Entropy of Hidden Markov Processes and Connections to Dynamical Systems Papers from the Banff International Research Station Workshop - London Mathematical Society Lecture Note Series

Paperback (26 May 2011)

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Publisher's Synopsis

Hidden Markov processes (HMPs) are important objects of study in many areas of pure and applied mathematics, including information theory, probability theory, dynamical systems and statistical physics, with applications in electrical engineering, computer science and molecular biology. This collection of research and survey papers presents important new results and open problems, serving as a unifying gateway for researchers in these areas. Based on talks given at the Banff International Research Station Workshop, 2007, this volume addresses a central problem of the subject: computation of the Shannon entropy rate of an HMP. This is a key quantity in statistical physics and information theory, characterising the fundamental limit on compression and closely related to channel capacity, the limit on reliable communication. Also discussed, from a symbolic dynamics and thermodynamical viewpoint, is the problem of characterizing the mappings between dynamical systems which map Markov measures to Markov (or Gibbs) measures, and which allow for Markov lifts of Markov chains.

About the Publisher

Cambridge University Press

Cambridge University Press dates from 1534 and is part of the University of Cambridge. We further the University's mission by disseminating knowledge in the pursuit of education, learning and research at the highest international levels of excellence.

Book information

ISBN: 9780521111133
Publisher: Cambridge University Press
Imprint: Cambridge University Press
Pub date:
DEWEY: 519.233
DEWEY edition: 23
Language: English
Number of pages: 272
Weight: 402g
Height: 227mm
Width: 154mm
Spine width: 9mm