English

Degenerate U- and V-statistics under weak dependence: Asymptotic theory and bootstrap consistency

Statistics Theory 2012-05-10 v1 Statistics Theory

Abstract

We devise a general result on the consistency of model-based bootstrap methods for U- and V-statistics under easily verifiable conditions. For that purpose, we derive the limit distributions of degree-2 degenerate U- and V-statistics for weakly dependent Rd\mathbb{R}^d-valued random variables first. To this end, only some moment conditions and smoothness assumptions concerning the kernel are required. Based on this result, we verify that the bootstrap counterparts of these statistics have the same limit distributions. Finally, some applications to hypothesis testing are presented.

Keywords

Cite

@article{arxiv.1205.1892,
  title  = {Degenerate U- and V-statistics under weak dependence: Asymptotic theory and bootstrap consistency},
  author = {Anne Leucht},
  journal= {arXiv preprint arXiv:1205.1892},
  year   = {2012}
}

Comments

Published in at http://dx.doi.org/10.3150/11-BEJ354 the Bernoulli (http://isi.cbs.nl/bernoulli/) by the International Statistical Institute/Bernoulli Society (http://isi.cbs.nl/BS/bshome.htm)