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Testing nonlinearity with robustness to outliers

Posted: Tue Sep 05, 2017 6:53 am
by Estefaniame
Good afternoon

I have the RATS code for doing linearity tests vs STAR models in presence of outliers ("RobustPoly" procedure). Nevertheless, I would like to apply it to a STR model. I do not find an easy way to do it. Is there already any command for it?

Thank you beforehand,

Estefanía

Re: Testing nonlinearity with robustness to outliers

Posted: Tue Sep 05, 2017 9:42 am
by TomDoan
The same calculation can be done using @RegStrTest with the WEIGHT option rather than @STARTEST, with the iterated weighted least squares over the general linear regression.

Re: Testing nonlinearity with robustness to outliers

Posted: Fri Sep 08, 2017 2:07 pm
by Estefaniame
Good evening

The program works well with STR models! But I have a question, as the original program was for STAR models, the outliers were only present in variable Y. If I do the application to STR, do I have to define the outliers for each variable considered?

Thank you beforehand.

Re: Testing nonlinearity with robustness to outliers

Posted: Fri Sep 08, 2017 3:42 pm
by TomDoan
Outliers are defined as data points with unusual residuals. The "X" variables can have any sort of behavior.

Re: Testing nonlinearity with robustness to outliers

Posted: Sun Sep 10, 2017 1:23 pm
by Estefaniame
So I do only have to care for Y (dependent variable) regarding outliers? I can do the REGTEST for different thresholds afterwards.

Thank you!

Re: Testing nonlinearity with robustness to outliers

Posted: Mon Sep 11, 2017 1:41 pm
by TomDoan
They're outliers in the regression of interest, not outliers in the dependent variable.