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  • 标题:New Bernstein and Hoeffding type inequalities for regenerative Markov chains
  • 本地全文:下载
  • 作者:Patrice Bertail ; Gabriela Ciołek
  • 期刊名称:Latin American Journal of Probability and Mathematical Statistics
  • 电子版ISSN:1980-0436
  • 出版年度:2019
  • 卷号:XVI
  • 期号:1
  • 页码:259-277
  • DOI:10.30757/ALEA.v16-09
  • 出版社:Instituto Nacional De Matemática Pura E Aplicada
  • 摘要:The purpose of this paper is to present Bernstein and Hoe ding type inequalitiesfor regenerative Markov chains. Furthermore, we generalize these resultsand establish exponential bounds for suprema of empirical processes over a class offunctions F which size is controlled by its uniform entropy number. All constantsinvolved in the bounds of the considered inequalities are given in an explicit formwhich can be advantageous for practical considerations. We present the theory forregenerative Markov chains, however the inequalities are also valid in the Harrisrecurrent case.
  • 关键词:uniform entropy; exponential inequalities; empirical processes indexed;by classes of functions; regenerative Markov chain.
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