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
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
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