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Introduction to Markov Chains

With Special Emphasis on Rapid Mixing

  • Textbook
  • © 2000

Overview

  • Aktuelles aus der Theorie der Markovketten

Part of the book series: Advanced Lectures in Mathematics (ALM)

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Table of contents (22 chapters)

  1. Finite Markov chains (the background)

  2. Rapidly mixing chains

Keywords

About this book

The aims of this book are threefold:
We start with a naive description of a Markov chain as a memoryless random walk on a finite set. This is complemented by a rigorous definition in the framework of probability theory, and then we develop the most important results from the theory of homogeneous Markov chains on finite state spaces.
Chains are called rapidly mixing if all of the associated walks, regardles of where they started, behave similarly already after comparitively few steps: it is impossible from observing the chain to get information on the starting position or the number of steps done so far. We will thoroughly study methods which have been proposed in the last decades to investigate this phenomenon.
A number of examples will be studied to indicate how the methods treated in this book can be applied.

Authors and Affiliations

  • Institut für Mathematik I, Freie Universität Berlin, Berlin, Germany

    Ehrhard Behrends

About the author

Prof. Dr. Ehrhard Behrends ist am Fachbereich Mathematik der Freien Universität Berlin tätig.

Bibliographic Information

  • Book Title: Introduction to Markov Chains

  • Book Subtitle: With Special Emphasis on Rapid Mixing

  • Authors: Ehrhard Behrends

  • Series Title: Advanced Lectures in Mathematics

  • DOI: https://doi.org/10.1007/978-3-322-90157-6

  • Publisher: Vieweg+Teubner Verlag Wiesbaden

  • eBook Packages: Springer Book Archive

  • Copyright Information: Springer Fachmedien Wiesbaden 2000

  • Softcover ISBN: 978-3-528-06986-5Published: 29 November 1999

  • eBook ISBN: 978-3-322-90157-6Published: 08 July 2014

  • Series ISSN: 0932-7134

  • Series E-ISSN: 2512-7039

  • Edition Number: 1

  • Number of Pages: IX, 234

  • Number of Illustrations: 6 b/w illustrations

  • Topics: Mathematics, general, Engineering, general

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