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This article is cited in 2 scientific papers (total in 2 papers)
The spectral method and ergodic theorems for general Markov chains
S. V. Nagaev Sobolev Institute of Mathematics, Siberian Branch of the Russian Academy of Sciences, Novosibirsk
Abstract:
We study the ergodic properties of Markov chains with an arbitrary
state space and prove a geometric ergodic theorem. The method of the
proof is new: it may be described as an operator method. Our main
result is an ergodic theorem for Harris–Markov chains in the case when
the return time to some fixed set has finite expectation. Our conditions
for the transition function are more general than those used
by Athreya–Ney and Nummelin. Unlike them, we impose restrictions not
on the original transition function but on the transition function of an
embedded Markov chain constructed from the return times to the fixed
set mentioned above. The proof uses the spectral theory of linear
operators on a Banach space.
Keywords:
embedded Markov chain, uniform ergodicity, resolvent,
spectral method, stationary distribution.
Received: 16.12.2013 Revised: 20.10.2014
Citation:
S. V. Nagaev, “The spectral method and ergodic theorems for general Markov chains”, Izv. RAN. Ser. Mat., 79:2 (2015), 101–136; Izv. Math., 79:2 (2015), 311–345
Linking options:
https://www.mathnet.ru/eng/im8198https://doi.org/10.1070/IM2015v079n02ABEH002744 https://www.mathnet.ru/eng/im/v79/i2/p101
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Abstract page: | 568 | Russian version PDF: | 175 | English version PDF: | 8 | References: | 81 | First page: | 41 |
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