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Modeling exchange rate dynamics: Non-linear dependence and thick tails

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Author Info
Anya McGuirk
John Robertson
Aris Spanos

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Abstract

This paper illustrates a new approach to the statistical modeling of non-linear dependence and leptokurtosis in exchange rate data. The student's t autoregressive model withdynamic heteroskedasticity (STAR) of spanos (1992) is shown to provide a parsimonious and statistically adequate representation of the probabilistic information in exchange rate data. For the STAR model, volatility predictions are formed via a sequentially updated weighting scheme which uses all the past history of the series. The estimated STAR models are shown to statistically dominate alternative ARCH-type formulations and suggest that volatility predictions are not necessarily as large or as variable as other models indicate.

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File URL: http://www.informaworld.com/openurl?genre=article&doi=10.1080/07474939308800253&magic=repec&7C&7C8674ECAB8BB840C6AD35DC6213A474B5
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Publisher Info
Article provided by Taylor and Francis Journals in its journal Econometric Reviews.

Volume (Year): 12 (1993)
Issue (Month): 1 ()
Pages: 33-63
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Handle: RePEc:taf:emetrv:v:12:y:1993:i:1:p:33-63

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Related research
Keywords: heteroskedasticity; leptokurtosis; non-linear dependence; exchange rates; student's distribution; Star; Arch; Garch; Egarch;

Cited by:
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  1. Maria S. Heracleous, 2007. "Sample Kurtosis, GARCH-t and the Degrees of Freedom Issue," Economics Working Papers ECO2007/60, European University Institute. [Downloadable!]
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