English

Identifying the successive Blumenthal-Getoor indices of a discretely observed process

Statistics Theory 2012-09-25 v1 Statistics Theory

Abstract

This paper studies the identification of the L\'{e}vy jump measure of a discretely-sampled semimartingale. We define successive Blumenthal-Getoor indices of jump activity, and show that the leading index can always be identified, but that higher order indices are only identifiable if they are sufficiently close to the previous one, even if the path is fully observed. This result establishes a clear boundary on which aspects of the jump measure can be identified on the basis of discrete observations, and which cannot. We then propose an estimation procedure for the identifiable indices and compare the rates of convergence of these estimators with the optimal rates in a special parametric case, which we can compute explicitly.

Keywords

Cite

@article{arxiv.1209.5170,
  title  = {Identifying the successive Blumenthal-Getoor indices of a discretely observed process},
  author = {Yacine Aït-Sahalia and Jean Jacod},
  journal= {arXiv preprint arXiv:1209.5170},
  year   = {2012}
}

Comments

Published in at http://dx.doi.org/10.1214/12-AOS976 the Annals of Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical Statistics (http://www.imstat.org)