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Generalized Hermite processes, discrete chaos and limit theorems

Abstract

We introduce a broad class of self-similar processes {Z(t),t0}\{Z(t),t\ge 0\} called generalized Hermite process. They have stationary increments, are defined on a Wiener chaos with Hurst index H(1/2,1)H\in (1/2,1), and include Hermite processes as a special case. They are defined through a homogeneous kernel gg, called ``generalized Hermite kernel'', which replaces the product of power functions in the definition of Hermite processes. The generalized Hermite kernels gg can also be used to generate long-range dependent stationary sequences forming a discrete chaos process {X(n)}\{X(n)\}. In addition, we consider a fractionally-filtered version Zβ(t)Z^\beta(t) of Z(t)Z(t), which allows H(0,1/2)H\in (0,1/2). Corresponding non-central limit theorems are established. We also give a multivariate limit theorem which mixes central and non-central limit theorems.

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