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Markov chains and mixing times
Autor: Levin, David Asher
Rok: 2009
ISBN: 9780821847398
OKCZID: 110243990
Citace (dle ČSN ISO 690):
LEVIN, David Asher. Markov chains and mixing times. Providence: American Mathematical Society, 2009. xvii, 371 s.
Anotace
This book is an introduction to the modern approach to the theory of Markov chains. The main goal of this approach is to determine the rate of convergence of a Markov chain to the stationary distribution as a function of the size and geometry of the state space. The authors develop the key tools for estimating convergence times, including coupling, strong stationary times, and spectral methods. Whenever possible, probabilistic methods are emphasized. The book includes many examples and provides brief introductions to some central models of statistical mechanics. Also provided are accounts of random walks on networks, including hitting and cover times, and analyses of several methods of shuffling cards. As a prerequisite, the authors assume a modest understanding of probability theory and linear algebra at an undergraduate level. Markov Chains and Mixing Times is meant to bring the excitement of this active area of research to a wide audience.