Large deviations for Markov chains

Large deviations for Markov chains

by Acosta, Alejandro D. de

Type Book
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"The purpose of this book is to study the large deviations for empirical measures and vector-valued additive functionals of Markov chains with general state space. Under suitable recurrence conditions, the ergodic theorem for additive functionals of a Markov chain asserts the almost sure convergence of the averages of a real or vector-valued function of the chain to the mean of the function with respect to the invariant measure. In the case of empirical measures, the ergodic theorem states the …

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Title Statements

  • Full title :Large deviations for Markov chains / Alejandro D. de Acosta, Case Western Reserve University.

Summary

"The purpose of this book is to study the large deviations for empirical measures and vector-valued additive functionals of Markov chains with general state space. Under suitable recurrence conditions, the ergodic theorem for additive functionals of a Markov chain asserts the almost sure convergence of the averages of a real or vector-valued function of the chain to the mean of the function with respect to the invariant measure. In the case of empirical measures, the ergodic theorem states the almost sure convergence in a suitable sense to the invariant measure. The large deviation theorems provide precise asymptotic estimates at logarithmic level of the probabilities of deviating from the preponderant behavior asserted by the ergodic theorems"--

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Edition Statements

  • Publication Date:2022.

Publication Statements

The Physical Object

  • Description:1 online resource

Edition Identifiers

  • ISBN:9781009053129, 1009053124, 1009063359, 9781009063357
  • oclc:on1340659334
  • LC Classification:QA273.67
  • Dewey Decimal:519.2/33

Subjects

Large deviations Markov processes MATHEMATICS -- Probability & Statistics

Writers

Acosta, Alejandro D. de

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