Entropy of Hidden Markov Processes and Connections to Dynamical Systems

Papers from the Banff International Research Stationworkshop

Entropy of Hidden Markov Processes and Connec ...
Brian Marcus, Karl Endel Peter ...
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September 17, 2024 | History

Entropy of Hidden Markov Processes and Connections to Dynamical Systems

Papers from the Banff International Research Stationworkshop

"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 when mappings between dynamical systems map Markov measures to Markov (or Gibbs) measures or allow for Markov lifts of Markov chains"--

Publish Date
Language
English
Pages
280

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Edition Identifiers

Open Library
OL53952827M
ISBN 13
9781283127400

Work Identifiers

Work ID
OL15920738W

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Better World Books record

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September 17, 2024 Created by ImportBot Imported from Better World Books record