Article (Scientific journals)
Malliavin and Dirichlet structures for independent random variables
Halconruy, Hélène; Decreusefond, Laurent
2019In Stochastic Processes and Their Applications, 129 (8), p. 2611-2653
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Keywords :
Malliavin calculus; Stein's method; Dirichlet forms
Abstract :
[en] On any denumerable product of probability spaces, we construct a Malliavin gradient and then a divergence and a number operator. This yields a Dirichlet structure which can be shown to approach the usual structures for Poisson and Brownian processes. We obtain versions of almost all the classical functional inequalities in discrete settings which show that the Efron-Stein inequality can be interpreted as a Poincaré inequality or that the Hoeffding decomposition of U-statistics can be interpreted as an avatar of the Clark representation formula. Thanks to our framework, we obtain a bound for the distance between the distribution of any functional of independent variables and the Gaussian and Gamma distributions.
Disciplines :
Mathematics
Author, co-author :
Halconruy, Hélène  ;  University of Luxembourg > Faculty of Science, Technology and Medicine (FSTM) > Department of Mathematics (DMATH)
Decreusefond, Laurent ;  Télécom Paris > LTCI > Professor
 These authors have contributed equally to this work.
External co-authors :
yes
Language :
English
Title :
Malliavin and Dirichlet structures for independent random variables
Publication date :
August 2019
Journal title :
Stochastic Processes and Their Applications
ISSN :
1879-209X
Publisher :
Elsevier, Amsterdam, Netherlands
Volume :
129
Issue :
8
Pages :
2611-2653
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBilu :
since 21 January 2021

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