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Large Deviations for Markov Chains (Cambridge Tracts in Mathematics)

By: Alejandro D. de Acosta (Author)

Manufacture on Demand

Ksh 25,100.00

Format: Hardback or Cased Book

ISBN-10: 1316511898

ISBN-13: 9781316511893

Collection / Series: Cambridge Tracts in Mathematics

Collection Type: Publisher collection

Publisher: Cambridge University Press

Imprint: Cambridge University Press

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Oct 27th, 2022

Publication Status: Active

Product extent: 230 Pages

Weight: 544.00 grams

Dimensions (height x width x thickness): 15.90 x 23.50 x 2.60 cms

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The focus of this book is the probability of rare events deviating from the typical long-run behavior of empirical measures and vector-valued additive functionals of general state space Markov chains asserted by the ergodic theorem. The book is of interest to researchers in probability Theory, Statistical Mechanics, and Statistics.
This book studies 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 distribution. In the case of empirical measures, the ergodic theorem states the almost sure convergence in a suitable sense to the invariant distribution. 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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