Author: Dmitry Dolgopyat
Publisher: Springer Nature
ISBN: 3031326016
Category : Mathematics
Languages : en
Pages : 348
Book Description
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.
Local Limit Theorems for Inhomogeneous Markov Chains
Author: Dmitry Dolgopyat
Publisher: Springer Nature
ISBN: 3031326016
Category : Mathematics
Languages : en
Pages : 348
Book Description
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.
Publisher: Springer Nature
ISBN: 3031326016
Category : Mathematics
Languages : en
Pages : 348
Book Description
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.
Journal of Research of the National Bureau of Standards
Author: United States. National Bureau of Standards
Publisher:
ISBN:
Category : Mathematical physics
Languages : en
Pages : 276
Book Description
Publisher:
ISBN:
Category : Mathematical physics
Languages : en
Pages : 276
Book Description
Finite Markov Processes and Their Applications
Author: Marius Iosifescu
Publisher: Courier Corporation
ISBN: 0486458695
Category : Mathematics
Languages : en
Pages : 305
Book Description
Self-contained treatment covers both theory and applications. Topics include the fundamental role of homogeneous infinite Markov chains in the mathematical modeling of psychology and genetics. 1980 edition.
Publisher: Courier Corporation
ISBN: 0486458695
Category : Mathematics
Languages : en
Pages : 305
Book Description
Self-contained treatment covers both theory and applications. Topics include the fundamental role of homogeneous infinite Markov chains in the mathematical modeling of psychology and genetics. 1980 edition.
Recent Soviet Contributions to Mathematics
Author: Joseph P. LaSalle
Publisher:
ISBN:
Category : Mathematicians
Languages : en
Pages : 344
Book Description
Publisher:
ISBN:
Category : Mathematicians
Languages : en
Pages : 344
Book Description
U.S. Government Research Reports
Author:
Publisher:
ISBN:
Category : Science
Languages : en
Pages : 292
Book Description
Publisher:
ISBN:
Category : Science
Languages : en
Pages : 292
Book Description
Compound Renewal Processes
Author: A. A. Borovkov
Publisher: Cambridge University Press
ISBN: 100911560X
Category : Mathematics
Languages : en
Pages :
Book Description
Compound renewal processes (CRPs) are among the most ubiquitous models arising in applications of probability. At the same time, they are a natural generalization of random walks, the most well-studied classical objects in probability theory. This monograph, written for researchers and graduate students, presents the general asymptotic theory and generalizes many well-known results concerning random walks. The book contains the key limit theorems for CRPs, functional limit theorems, integro-local limit theorems, large and moderately large deviation principles for CRPs in the state space and in the space of trajectories, including large deviation principles in boundary crossing problems for CRPs, with an explicit form of the rate functionals, and an extension of the invariance principle for CRPs to the domain of moderately large and small deviations. Applications establish the key limit laws for Markov additive processes, including limit theorems in the domains of normal and large deviations.
Publisher: Cambridge University Press
ISBN: 100911560X
Category : Mathematics
Languages : en
Pages :
Book Description
Compound renewal processes (CRPs) are among the most ubiquitous models arising in applications of probability. At the same time, they are a natural generalization of random walks, the most well-studied classical objects in probability theory. This monograph, written for researchers and graduate students, presents the general asymptotic theory and generalizes many well-known results concerning random walks. The book contains the key limit theorems for CRPs, functional limit theorems, integro-local limit theorems, large and moderately large deviation principles for CRPs in the state space and in the space of trajectories, including large deviation principles in boundary crossing problems for CRPs, with an explicit form of the rate functionals, and an extension of the invariance principle for CRPs to the domain of moderately large and small deviations. Applications establish the key limit laws for Markov additive processes, including limit theorems in the domains of normal and large deviations.
Index to Statistics and Probability: Permuted titles. Microclimatic-Z
Author: Ian C. Ross
Publisher:
ISBN:
Category : Mathematical statistics
Languages : en
Pages : 808
Book Description
Publisher:
ISBN:
Category : Mathematical statistics
Languages : en
Pages : 808
Book Description
Twenty-Four Papers on Statistics and Probability
Author:
Publisher: American Mathematical Soc.
ISBN: 9780821814574
Category :
Languages : en
Pages : 312
Book Description
Publisher: American Mathematical Soc.
ISBN: 9780821814574
Category :
Languages : en
Pages : 312
Book Description
Moscow University Mathematics Bulletin
Author: Московский государственный университет им. М.В. Ломоносова
Publisher:
ISBN:
Category : Mathematics
Languages : en
Pages : 516
Book Description
Publisher:
ISBN:
Category : Mathematics
Languages : en
Pages : 516
Book Description
Limit Theorems in Probability Theory and Related Fields
Author:
Publisher:
ISBN:
Category : Limit theorems (Probability theory)
Languages : en
Pages : 192
Book Description
Publisher:
ISBN:
Category : Limit theorems (Probability theory)
Languages : en
Pages : 192
Book Description