Large Deviations for Markov Chains
Book Details
Format
Hardback or Cased Book
Book Series
Cambridge Tracts in Mathematics
ISBN-10
1316511898
ISBN-13
9781316511893
Publisher
Cambridge University Press
Imprint
Cambridge University Press
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Oct 27th, 2022
Print length
230 Pages
Weight
544 grams
Dimensions
15.90 x 23.50 x 2.60 cms
Product Classification:
Real analysis, real variablesFunctional analysis & transformsTopologyStochastics
Ksh 17,800.00
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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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