Error Distribution

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gastonpresente
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Joined: Tue Dec 30, 2008 1:55 pm

Error Distribution

Postby gastonpresente » Mon Jan 05, 2009 11:26 am

Hi,

im using a GARCH model (1,1). That with a Normal Error Distribution its gives an alpha + beta greater than 1. And with a Student (with 3 df) gives an alpha + beta < 1.
Why is that?

Thanks a lot

Gaston

trubador
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Posts: 1518
Joined: Thu Nov 20, 2008 12:04 pm

Re: Error Distribution

Postby trubador » Mon Jan 05, 2009 2:20 pm

ARCH/GARCH behavior manifests itself as excessive kurtosis in residuals of the model. This property is known as fat tail or heavy-tailed distribution and means that extreme values have higher probabilities to occur. Since student-t has heavier tails than normal distribution, it has the better ability of generating large values (outliers) and therefore might be a better representative of conditional variance in your data, all else being equal.


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