December 28th, 2001, 5:05 pm
Spartak,In reality, Spartak, the issue of global vs. local maximization is quite complicated. In my experience, vanilla GARCH(1,1) processes are typically concave, and therefore the local optimum = global optimum. The Excel solver should be adequate for standard GARCH(1,1). Another issue of GARCH estimation is scale; the typical dependent variable in GARCH estimation are price returns, i.e. (p(t)-p(t-1))/p(t-1) or ln(p(t))-ln(p(t-1)), in either of these cases, it will greatly improve your results to estimate 100*return instead of return directly. (Sorry that this is short, I'm on vacation for the holidays. I tend to be more verbose when I'm at the office )If you'd like an application to compare your excel results against, in another thread I posted a small .exe app that I wrote to perform GARCH estimation. (look under the thread "Little GARCH tool..." under the student forum.) But frankly, if you have access to SAS, I'd use it, those guys know what they're doing when it comes to statistical estimation.HTH,Matt.