• Title/Summary/Keyword: ARCH(${\infty}$) model

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Functional central limit theorems for ARCH(∞) models

  • Choi, Seunghee;Lee, Oesook
    • Communications for Statistical Applications and Methods
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    • v.24 no.5
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    • pp.443-455
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    • 2017
  • In this paper, we study ARCH(${\infty}$) 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(${\infty}$) models are proved.