English

Functional limit theorems for sums of independent geometric L\'{e}vy processes

Probability 2011-07-15 v2 Statistics Theory Statistics Theory

Abstract

Let ξi\xi_i, iNi\in \mathbb {N}, be independent copies of a L\'{e}vy process {ξ(t),t0}\{\xi(t),t\geq0\}. Motivated by the results obtained previously in the context of the random energy model, we prove functional limit theorems for the process ZN(t)=i=1Neξi(sN+t)Z_N(t)=\sum_{i=1}^N\mathrm{e}^{\xi_i(s_N+t)} as NN\to\infty, where sNs_N is a non-negative sequence converging to ++\infty. The limiting process depends heavily on the growth rate of the sequence sNs_N. If sNs_N grows slowly in the sense that lim infNlogN/sN>λ2\liminf_{N\to\infty}\log N/s_N>\lambda_2 for some critical value λ2>0\lambda_2>0, then the limit is an Ornstein--Uhlenbeck process. However, if λ:=limNlogN/sN(0,λ2)\lambda:=\lim_{N\to\infty}\log N/s_N\in(0,\lambda_2), then the limit is a certain completely asymmetric α\alpha-stable process Yα;ξ\mathbb {Y}_{\alpha ;\xi}.

Keywords

Cite

@article{arxiv.0911.4139,
  title  = {Functional limit theorems for sums of independent geometric L\'{e}vy processes},
  author = {Zakhar Kabluchko},
  journal= {arXiv preprint arXiv:0911.4139},
  year   = {2011}
}

Comments

Published in at http://dx.doi.org/10.3150/10-BEJ299 the Bernoulli (http://isi.cbs.nl/bernoulli/) by the International Statistical Institute/Bernoulli Society (http://isi.cbs.nl/BS/bshome.htm)