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Polynomial deviation bounds for recurrent harris processes having general state space

  • CY Cergy Paris Université
  • Université d'Evry Val d'Essonne

Research output: Contribution to journalArticlepeer-review

5 Citations (Scopus)

Abstract

Consider a strong Markov process in continuous time, taking values in some Polish state space. Recently, Douc et al. [Stoc. Proc. Appl. 119, (2009) 897–923] introduced verifiable conditions in terms of a supermartingale property implying an explicit control of modulated moments of hitting times. We show how this control can be translated into a control of polynomial moments of abstract regeneration times which are obtained by using the regeneration method of Nummelin, extended to the time-continuous context. As a consequence, if a p-th moment of the regeneration times exists, we obtain non asymptotic deviation bounds of the form (Formula present) Here, f is a bounded function and μ is the invariant measure of the process. We give several examples, including elliptic stochastic differential equations and stochastic differential equations driven by a jump noise.

Original languageEnglish
Pages (from-to)195-218
Number of pages24
JournalESAIM - Probability and Statistics
Volume17
DOIs
Publication statusPublished - 1 Jan 2013
Externally publishedYes

Keywords

  • Continuous time Markov processes
  • Drift condition
  • Harris recurrence
  • Modulated moment
  • Nummelin splitting
  • Polynomial ergodicity

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