首页 | 本学科首页   官方微博 | 高级检索  
     


Supremum concentration inequality and modulus of continuity for sub-nth chaos processes
Authors:Frederi G. Viens  Andrew B. Vizcarra
Affiliation:a Department of Statistics, Purdue University, 150 N. University St., West Lafayette, IN 47907-2067, USA
b Department of Mathematics, Purdue University, 150 N. University St., West Lafayette, IN 47907-2067, USA
Abstract:
This article provides a detailed analysis of the behavior of suprema and moduli of continuity for a large class of random fields which generalize Gaussian processes, sub-Gaussian processes, and random fields that are in the nth chaos of a Wiener process. An upper bound of Dudley type on the tail of the random field's supremum is derived using a generic chaining argument; it implies similar results for the expected supremum, and for the field's modulus of continuity. We also utilize a sharp and convenient condition using iterated Malliavin derivatives, to arrive at similar conclusions for suprema, via a different proof, which does not require full knowledge of the covariance structure.
Keywords:Stochastic analysis   Malliavin derivative   Wiener chaos   Sub-Gaussian process   Concentration   Suprema of processes   Dudley-Fernique theorem   Borell-Sudakov inequality
本文献已被 ScienceDirect 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号