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Linear and non-linear unit root testing in the presence of heavy-tailed GARCH: a finite-sample simulation analysis

Authors: Steve Cook;

Linear and non-linear unit root testing in the presence of heavy-tailed GARCH: a finite-sample simulation analysis

Abstract

Using numerical simulation, recent research on the properties of unit root tests in the presence of generalised autoregressive conditional heteroskedasticity (GARCH) is extended. The principal development concerns consideration of relative properties of linear and non–linear unit root tests in the presence of heavy–tailed GARCH innovations via the use of the student–t distribution and the generalised error distribution. The results obtained show the non–linear unit root test of Kapetanios et al. (2003) to suffer far greater finite–sample size distortion than the linear Dickey–Fuller test. The impact of heteroskedasticity consistent covariance matrix estimators is also considered. It is found that these 'robust' methods are unable to guarantee size correction in the presence of heavy–tailed GARCH processes and have differing effects depending upon the exact estimator used and whether they are applied to linear or non–linear unit root tests.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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