Bernoulli

  • Bernoulli
  • Volume 9, Number 5 (2003), 809-831.

Empirical processes of long-memory sequences

Wei Biao Wu

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Abstract

Asymptotic expansions of long-memory sequences indexed by piecewise differentiable functionals are investigated, and upper bounds of outer expectations of these functionals are given. These results differ strikingly from the classical theories of empirical processes of independent random variables. Our results go beyond earlier ones by allowing wider classes of function as well as by presenting sharper bounds, and thus provide a more versatile approach for related statistical inferences. A complete characterization of empirical processes for the class of indicator functions is presented, and an application to $M$-estimation is discussed.

Article information

Source
Bernoulli, Volume 9, Number 5 (2003), 809-831.

Dates
First available in Project Euclid: 17 October 2003

Permanent link to this document
https://projecteuclid.org/euclid.bj/1066418879

Digital Object Identifier
doi:10.3150/bj/1066418879

Mathematical Reviews number (MathSciNet)
MR2047687

Zentralblatt MATH identifier
1188.62288

Keywords
linear process long- and short-range dependence martingale central limit theorem

Citation

Biao Wu, Wei. Empirical processes of long-memory sequences. Bernoulli 9 (2003), no. 5, 809--831. doi:10.3150/bj/1066418879. https://projecteuclid.org/euclid.bj/1066418879


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