Title of article :
New techniques for empirical processes of dependent data
Author/Authors :
Dehling، نويسنده , , Herold and Durieu، نويسنده , , Olivier and Volny، نويسنده , , Dalibor، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2009
Abstract :
We present a new technique for proving the empirical process invariance principle for stationary processes ( X n ) n ≥ 0 . The main novelty of our approach lies in the fact that we only require the central limit theorem and a moment bound for a restricted class of functions ( f ( X n ) ) n ≥ 0 , not containing the indicator functions. Our approach can be applied to Markov chains and dynamical systems, using spectral properties of the transfer operator. Our proof consists of a novel application of chaining techniques.
Keywords :
Empirical process , Invariance principle , dynamical system , Markov chain , chaining
Journal title :
Stochastic Processes and their Applications
Journal title :
Stochastic Processes and their Applications