[R-SIG-Finance] Garch question
Zeno Adams
zeno.adams at vwl.uni-freiburg.de
Sun Feb 3 21:47:45 CET 2008
<1. Can I use garch model on price series or do I need to transform it
to <return, for example ret<-diff(log(x))?
You cannot use GARCH models on price series since they will not be
stationary in most cases. You will get the sum alpha + beta larger than
1 which results in a parameter violation since the long-run
unconditional variance = constant/1-alpha-beta will be negative.
<2. If yes, then how can I predict the future values
You know Pt. You forecast rt+1. You get Pt+1 = 1 + rt+1*Pt if you use
discrete returns or
Pt+1 = exp[rt+1] + Pt if you use continuously compounded returns, i.e.
ret<-diff(log(x)) as you suggested.
Zeno
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