Open Access
August 2017 Representations for the decay parameter of Markov chains
Jinwen Chen, Siqi Jian, Haitao Li
Bernoulli 23(3): 2058-2082 (August 2017). DOI: 10.3150/16-BEJ804

Abstract

In this paper, we give variational representations for decay parameters of Markov chains. In continuous-time cases, the representation involves Donsker–Varadhan’s famous $I$-functional, from which some dual representations are given, which are expected to he useful in estimating the lower and upper bounds of the decay parameter. As a consequence, dual representations for decay parameters of discrete time Markov chains are derived. For continuous-time chains with finite states, we also give another form of dual formulas, which can be regarded as a version of the one for the Perron–Frobenius eigenvalue, with nonnegative matrices replaced by $Q$-matrices of the chains. Connections with quasi-stationarity and quasi-ergodicity of absorbing Markov chains are discussed. An interpretation for the corresponding variational solutions is given.

Citation

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Jinwen Chen. Siqi Jian. Haitao Li. "Representations for the decay parameter of Markov chains." Bernoulli 23 (3) 2058 - 2082, August 2017. https://doi.org/10.3150/16-BEJ804

Information

Received: 1 March 2015; Revised: 1 December 2015; Published: August 2017
First available in Project Euclid: 17 March 2017

zbMATH: 06714327
MathSciNet: MR3624886
Digital Object Identifier: 10.3150/16-BEJ804

Keywords: decay parameter , Markov chain , quasi-ergodicity , quasi-stationarity

Rights: Copyright © 2017 Bernoulli Society for Mathematical Statistics and Probability

Vol.23 • No. 3 • August 2017
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