English

Hidden regular variation of moving average processes with heavy-tailed innovations

Probability 2013-10-01 v1

Abstract

We look at joint regular variation properties of MA(\infty) processes of the form X=(Xk,kZ)\mathbf{X} = (X_k, k \in \mathbb{Z}) where Xk=j=0ψjZkjX_k = \sum_{j=0}^{\infty} \psi_j Z_{k-j} and the sequence of random variables (Zi,iZ)(Z_i, i \in \mathbb{Z}) are i.i.d. with regularly varying tails. We use the setup of MO\mathbb{M}_{\mathbb{O}}-convergence and obtain hidden regular variation properties for X\mathbf{X} under suitable summability conditions on the constant coefficients (ψj:j0)(\psi_j : j \geq 0). Our approach emphasizes continuity properties of mappings and produces regular variation in sequence space.

Keywords

Cite

@article{arxiv.1309.7909,
  title  = {Hidden regular variation of moving average processes with heavy-tailed innovations},
  author = {Sideny I. Resnick and Joyjit Roy},
  journal= {arXiv preprint arXiv:1309.7909},
  year   = {2013}
}

Comments

13 pages

R2 v1 2026-06-22T01:37:13.993Z