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Limit Theorems for Functionals of Ergodic Markov Chains with General State Space

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Release : 1999
Genre : Mathematics
Kind : eBook
Book Rating : 60X/5 ( reviews)

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Book Synopsis Limit Theorems for Functionals of Ergodic Markov Chains with General State Space by : Xia Chen

Download or read book Limit Theorems for Functionals of Ergodic Markov Chains with General State Space written by Xia Chen. This book was released on 1999. Available in PDF, EPUB and Kindle. Book excerpt: This book is intended for graduate students and research mathematicians working probability theory and statistics.

Limit Theorems for Functionals of Ergodic Markov Chains with General State Space

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Release : 1997
Genre :
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Limit Theorems for Functionals of Ergodic Markov Chains with General State Space by : Xia Chen (Ph. D.)

Download or read book Limit Theorems for Functionals of Ergodic Markov Chains with General State Space written by Xia Chen (Ph. D.). This book was released on 1997. Available in PDF, EPUB and Kindle. Book excerpt:

Ergodic Behavior of Markov Processes

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Release : 2017-11-20
Genre : Mathematics
Kind : eBook
Book Rating : 934/5 ( reviews)

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Book Synopsis Ergodic Behavior of Markov Processes by : Alexei Kulik

Download or read book Ergodic Behavior of Markov Processes written by Alexei Kulik. This book was released on 2017-11-20. Available in PDF, EPUB and Kindle. Book excerpt: The general topic of this book is the ergodic behavior of Markov processes. A detailed introduction to methods for proving ergodicity and upper bounds for ergodic rates is presented in the first part of the book, with the focus put on weak ergodic rates, typical for Markov systems with complicated structure. The second part is devoted to the application of these methods to limit theorems for functionals of Markov processes. The book is aimed at a wide audience with a background in probability and measure theory. Some knowledge of stochastic processes and stochastic differential equations helps in a deeper understanding of specific examples. Contents Part I: Ergodic Rates for Markov Chains and Processes Markov Chains with Discrete State Spaces General Markov Chains: Ergodicity in Total Variation MarkovProcesseswithContinuousTime Weak Ergodic Rates Part II: Limit Theorems The Law of Large Numbers and the Central Limit Theorem Functional Limit Theorems

Local Limit Theorems for Inhomogeneous Markov Chains

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Release : 2023-07-31
Genre : Mathematics
Kind : eBook
Book Rating : 016/5 ( reviews)

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Book Synopsis Local Limit Theorems for Inhomogeneous Markov Chains by : Dmitry Dolgopyat

Download or read book Local Limit Theorems for Inhomogeneous Markov Chains written by Dmitry Dolgopyat. This book was released on 2023-07-31. Available in PDF, EPUB and Kindle. Book excerpt: This book extends the local central limit theorem to Markov chains whose state spaces and transition probabilities are allowed to change in time. Such chains are used to model Markovian systems depending on external time-dependent parameters. The book develops a new general theory of local limit theorems for additive functionals of Markov chains, in the regimes of local, moderate, and large deviations, and provides nearly optimal conditions for the classical expansions, as well as asymptotic corrections when these conditions fail. Applications include local limit theorems for independent but not identically distributed random variables, Markov chains in random environments, and time-dependent perturbations of homogeneous Markov chains. The inclusion of appendices with background material, numerous examples, and an account of the historical background of the subject make this self-contained book accessible to graduate students. It will also be useful for researchers in probability and ergodic theory who are interested in asymptotic behaviors, Markov chains in random environments, random dynamical systems and non-stationary systems.

Limit Theorems for Markov Chains and Stochastic Properties of Dynamical Systems by Quasi-Compactness

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Release : 2003-07-01
Genre : Mathematics
Kind : eBook
Book Rating : 230/5 ( reviews)

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Book Synopsis Limit Theorems for Markov Chains and Stochastic Properties of Dynamical Systems by Quasi-Compactness by : Hubert Hennion

Download or read book Limit Theorems for Markov Chains and Stochastic Properties of Dynamical Systems by Quasi-Compactness written by Hubert Hennion. This book was released on 2003-07-01. Available in PDF, EPUB and Kindle. Book excerpt: The usefulness of from the of techniques perturbation theory operators, to kernel for limit theorems for a applied quasi-compact positive Q, obtaining Markov chains for stochastic of or dynamical by describing properties systems, of Perron- Frobenius has been demonstrated in several All use a operator, papers. these works share the features the features that must be same specific general ; used in each stem from the nature of the functional particular case precise space where the of is and from the number of quasi-compactness Q proved eigenvalues of of modulus 1. We here a functional framework for Q give general analytical this method and we the aforementioned behaviour within it. It asymptotic prove is worth that this framework is to allow the unified noticing sufficiently general treatment of all the cases considered in the literature the previously specific ; characters of model translate into the verification of of simple hypotheses every a functional nature. When to Markov kernels or to Perr- applied Lipschitz Frobenius associated with these statements rise operators expanding give maps, to new results and the of known The main clarify proofs already properties. of the deals with a Markov kernel for which 1 is a part quasi-compact Q paper of modulus 1. An essential but is not the simple eigenvalue unique eigenvalue element of the work is the of the of peripheral Q precise description spectrums and of its To conclude the the results obtained perturbations.

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