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

preprint2013arXivOpen access

Abstract

We look at joint regular variation properties of MA(∞\infty) processes of the form X=(Xk,k∈Z)\mathbf{X} = (X_k, k \in \mathbb{Z}) where Xk=∑j=0∞ψjZk−jX_k = \sum_{j=0}^{\infty} ψ_j Z_{k-j} and the sequence of random variables (Zi,i∈Z)(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:j≥0)(ψ_j : j \geq 0). Our approach emphasizes continuity properties of mappings and produces regular variation in sequence space.

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