Gauss-Newton method in ARIMA

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kiber_master
Posts: 94
Joined: Fri Sep 23, 2011 3:56 am

Gauss-Newton method in ARIMA

Postby kiber_master » Tue Oct 11, 2011 10:18 pm

Hello!

In User's Guide it is said that I can choose Gauss-Newton method for estimation NLS model. How exactly may I do that? I can't get an option.

And if your default method called "Marquardt" is it the same as Wiki said (http://en.wikipedia.org/wiki/Levenberg% ... _algorithm)? Or you have more consistent modification?

Thank you!

kiber_master
Posts: 94
Joined: Fri Sep 23, 2011 3:56 am

Re: Gauss-Newton method in ARIMA

Postby kiber_master » Mon Oct 17, 2011 11:14 pm

Please, help me! I want to set Gauss-Newton method for ARIMA estimation!

EViews Chris
EViews Developer
Posts: 161
Joined: Wed Sep 17, 2008 10:39 am

Re: Gauss-Newton method in ARIMA

Postby EViews Chris » Tue Oct 18, 2011 10:39 am

EViews currently always uses a Marquardt style step for ARMA (NLS) problems.

As a broad generalization, this tends to work better than a pure Gauss-Newton with linesearch approach, so we currently don't provide an option to switch.

Note that the optimization method used does not affect the final results (unless the method is failing to converge or you are finding one of several local optima - both of which can also happen when you use different starting values).

The wikipedia entry you reference doesn't really contain enough details to describe an implementation. It's the right general idea, but you really need to specify how you're going to adjust the size of lambda in the diagonal adjustment before you could implement things.

For what it's worth, EViews v7 follows a more ad hoc style adjustment of lambda, more like the code in Numerical Recipes rather than a formal trust region method as described, for example, in the More & Sorensen paper listed in the references.

If you could provide some more information as to what you're trying to acheive, I might be able to give you some more details.


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