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arxiv: 1002.2341 · v2 · pith:VWFAXMNNnew · submitted 2010-02-11 · 🧮 math.PR · math.ST· stat.TH

Geometric ergodicity for families of homogeneous Markov chains

classification 🧮 math.PR math.STstat.TH
keywords ergodicergodicityfamiliesfindgeometrichomogeneousmarkovnonasymptotic
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In this paper we find nonasymptotic exponential upper bounds for the deviation in the ergodic theorem for families of homogeneous Markov processes. We find some sufficient conditions for geometric ergodicity uniformly over a parametric family. We apply this property to the nonasymptotic nonparametric estimation problem for ergodic diffusion processes.

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