[R-SIG-Finance] apARCH forecast using rugarch
alexios ghalanos
alexios at 4dscape.com
Mon Mar 4 08:54:41 CET 2013
Jesper,
- There is a vignette which shows details of the formulae used for each
model.
- For t+h (h>1) you will also need to understand something about the
unconditional expectation of certain values conditional on the density D
i.e. E[ ((abs(e)-gamma*e)^(delta)) * D(e, skew, shape, ...)]
- ...all of which are available in the source code which is there for
you to investigate if you are truly interested (which is the whole point
of open source).
Regards,
Alexios
PS you can access persistence using 'persistence(fit)' rather than
fit at fit$persistence, and you can also access the long run variance using
'uncvariance(fit)'.
On 04/03/2013 00:05, Jesper Hybel Pedersen wrote:
> I would like to know how to calculate sigma(T+2) >>manually<< to make
> sure I understand how rugarch works. I have estimated apARCH(1,1)-model
> and made a forecast:
>
> forc = ugarchforecast(fit, n.ahead=10)
> forc at forecast$forecast
> [[1]]
> sigma series
> 351 0.6670788 0.09166948
> 352 0.6799293 0.09166948
> 353 0.6900579 0.09166948
> 354 0.6981005 0.09166948
>
> By >>manually<< I mean something like in the case of sigma(T+1=351)
> where I can do:
>
> sigma_t_1=(omega+alpha*(abs(e_t)-gamma*e_t)^delta+beta*sigma_t^delta)^(1/delta)
> [using estimates]
>
> I was wondering whether it was possible utilizing the estimated
> persistence:
>
> hat(P) = fit at fit$persistence
>
>
>
> Any guidance is appreciated
>
> Best regards Jesper
>
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