2017Communications for Statistical Applications and MethodsOpen access

Functional central limit theorems for ARCH(∞) models

Seunghee Choi, Oesook Lee

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Abstract

In this paper, we study ARCH(∞) models with either geometrically decaying coefficients or hyperbolically decaying coefficients.Most popular autoregressive conditional heteroscedasticity (ARCH)-type models such as various modified generalized ARCH (GARCH) (p, q), fractionally integrated GARCH (FIGARCH), and hyperbolic GARCH (HYGARCH).can be expressed as one of these cases.Sufficient conditions for L 2 -near-epoch dependent (NED) property to hold are established and the functional central limit theorems for ARCH(∞) models are proved.

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In this paper, we study ARCH(∞) models with either geometrically decaying coefficients or hyperbolically decaying coefficients.Most popular autoregressive conditional heteroscedasticity (ARCH)-type models such as various modified generalized ARCH (GARCH) (p, q), fractionally integrated GARCH (FIGARCH), and hyperbolic GARCH (HYGARCH).can be expressed as one of these cases.Sufficient conditions for L 2 -near-epoch dependent (NED) property to hold are established and the functional central limit theorems for ARCH(∞) models are proved.

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Available abstract

In this paper, we study ARCH(∞) models with either geometrically decaying coefficients or hyperbolically decaying coefficients.Most popular autoregressive conditional heteroscedasticity (ARCH)-type models such as various modified generalized ARCH (GARCH) (p, q), fractionally integrated GARCH (FIGARCH), and hyperbolic GARCH (HYGARCH).can be expressed as one of these cases.Sufficient conditions for L 2 -near-epoch dependent (NED) property to hold are established and the functional central limit theorems for ARCH(∞) models are proved.

Key concepts: Arch, Autoregressive conditional heteroskedasticity, Heteroscedasticity, Central limit theorem, Autoregressive model, Mathematics, Applied mathematics, Limit (mathematics)

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