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Efficient estimation of a multivariate multiplicative volatility model

Christian Hafner and Oliver Linton

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Abstract: We propose a multivariate generalization of the multiplicative volatility model of Engle and Rangel (2008), which has a nonparametric long run component and a unit multivariate GARCH short run dynamic component. We suggest various kernel-based estimation procedures for the parametric and nonparametric components, and derive the asymptotic properties thereof. For the parametric part of the model, we obtain the semiparametric efficiency bound. Our method is applied to a bivariate stock index series. We find that the univariate model of Engle and Rangel (2008) appears to be violated in the data whereas our multivariate model is more consistent with the data.

Keywords: C12; C13; C14; GARCH; Kernel estimation; Local stationarity; Semiparametric (search for similar items in EconPapers)
Date: 2010-09-15
Note: View the original document on HAL open archive server: https://hal.science/hal-00732539
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Citations: View citations in EconPapers (42)

Published in Econometrics, 2010, 159 (1), pp.55. ⟨10.1016/j.jeconom.2010.04.007⟩

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Journal Article: Efficient estimation of a multivariate multiplicative volatility model (2010) Downloads
Working Paper: Efficient Estimation of a Multivariate Multiplicative Volatility Model (2009) Downloads
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Persistent link: https://EconPapers.repec.org/RePEc:hal:journl:hal-00732539

DOI: 10.1016/j.jeconom.2010.04.007

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