Regular variation of infinite series of processes with random coefficients

preprint2014arXivOpen access

Abstract

In this article, we consider a series X(t)=∑j≥1Ψj(t)Zj(t),t∈[0,1]X(t)=\sum_{j \geq 1}Ψ_j(t) Z_j(t),t \in [0,1] of random processes with sample paths in the space D=D[0,1]D=D[0,1] of càdlàg functions (i.e. right-continuous functions with left limits) on [0,1][0,1]. We assume that (Zj)j≥1(Z_j)_{j \geq 1} are i.i.d. processes with sample paths in DD and (Ψj)j≥1(Ψ_j)_{j \geq 1} are processes with continuous sample paths. Using the notion of regular variation for DD-valued random elements (introduced in Hult and Lindskog (2005)), we show that XX is regularly varying if Z1Z_1 is regularly varying, (Ψj)j≥1(Ψ_j)_{j \geq 1} satisfy some moment conditions, and a certain ``predictability assumption'' holds for the sequence {(Zj,Ψj)}j≥1\{(Z_j,Ψ_j)\}_{j \geq 1}. Our result can be viewed as an extension of Theorem 3.1 of Hult and Samorodnitsky (2008) from random vectors in RdR^d to random elements in DD. As a preliminary result, we prove a version of Breiman's lemma for DD-valued random elements, which can be of independent interest.

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