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maratikus
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Joined: January 2nd, 2008, 7:38 pm

GARCH with alpha-stable residuals

October 11th, 2010, 7:50 pm

I am trying to estimate parameters of ARMA(1,1)-GARCH(1,1) model when residuals have alpha-stable distribution. I would appreciate if someone could point me in the right direction.
 
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eh
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Joined: March 2nd, 2010, 9:26 am

GARCH with alpha-stable residuals

October 12th, 2010, 9:41 am

I would have thought that a maximum likelihood estimation (MLE) would work.
 
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maratikus
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GARCH with alpha-stable residuals

October 12th, 2010, 12:34 pm

QuoteOriginally posted by: ehI would have thought that a maximum likelihood estimation (MLE) would work.I would be happy to use MLE but the question is how to implement it for alpha-stable case. I haven't seen that anywhere.
 
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eh
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Joined: March 2nd, 2010, 9:26 am

GARCH with alpha-stable residuals

October 12th, 2010, 2:30 pm

Instead of using the Gaussian likelihood, you will need to use the alpha stable likelihood. I guess the easiest way to calculate the alpha stable likelihood is through Fourier inversion of the characteristic function.