Using rolling estimates for further analysis
Posted: Sat Sep 07, 2013 2:06 pm
Dear all,
I have the following general question which I will briefly summarize:
We would like to test a theory which links out of sample predictability to
1) nonstationarity of the underlying regressors
2) In sample performance of the underlying models
Now here is my question: We have performed rolling regressions and recursive unit root tests. So we achieve
1) A time varying Theils-U
2) A time varying R2
3) Test statisic / p-values of the underlying models
Is there any reason why 1 cannot be regressed on/compared to 2+3? Recursive and rolling regressions are originally designed to determine stability of coefficients or models so we are unsure whether they should be used in a second step.( Its obvious that the series will be higly autocorrelated so this problem has to be dealt with.)
Any comments or suggestions are higly appreciated
Best Regards
Gilbril
I have the following general question which I will briefly summarize:
We would like to test a theory which links out of sample predictability to
1) nonstationarity of the underlying regressors
2) In sample performance of the underlying models
Now here is my question: We have performed rolling regressions and recursive unit root tests. So we achieve
1) A time varying Theils-U
2) A time varying R2
3) Test statisic / p-values of the underlying models
Is there any reason why 1 cannot be regressed on/compared to 2+3? Recursive and rolling regressions are originally designed to determine stability of coefficients or models so we are unsure whether they should be used in a second step.( Its obvious that the series will be higly autocorrelated so this problem has to be dealt with.)
Any comments or suggestions are higly appreciated
Best Regards
Gilbril