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st: FW: VAR lag selection and lags autocorrelation
From
Muhammad Akram <[email protected]>
To
<[email protected]>
Subject
st: FW: VAR lag selection and lags autocorrelation
Date
Thu, 2 Feb 2012 22:17:59 +0500
Dear Statlist et al,
I have few questions about lag order selection for var (vector autoregressive). I have preestimation varsoc with max lag 8 option. I got the following results
varsoc Dependant IND1 IND2 IND3, maxlag(8)
Selection-order criteria
Sample: 1989 - 2009 Number of obs = 21
+---------------------------------------------------------------------------+
|lag | LL LR df p FPE AIC HQIC SBIC |
|----+----------------------------------------------------------------------|
| 0 | -198.518 2796.63 19.2874 19.3306 19.4863 |
| 1 | -144.204 108.63 16 0.000 75.5051 15.6384 15.8543 16.6332 |
| 2 | -110.247 67.914 16 0.000 16.6656 13.9283 14.3169 15.7189 |
| 3 | -93.6263 33.241 16 0.007 28.5872 13.8692 14.4305 16.4556 |
| 4 | -28.3657 130.52 16 0.000 1.4264* 9.17768 9.91172 12.5599 |
| 5 | 2275.82 4608.4 16 0.000 . -208.745 -207.838 -204.567 |
| 6 | 2451.92 352.19 16 0.000 . -225.516 -224.609 -221.338 |
| 7 | 2555.54 207.25 16 0.000 . -235.385 -234.478 -231.207 |
| 8 | 2571.33 31.577* 16 0.011 . -236.889* -235.982* -232.711* |
+---------------------------------------------------------------------------+
This result suggests 8 lags. but my data has only 29 observations for time means T<30. If I use more than 4lags it gives no t or p values in estimations. Moreover, with more than 3lags varstable test doesn't satisfies.
Another question is about LM-test for autocorrelation.
varlmar, mlag(3)
Lagrange-multiplier test
+--------------------------------------+
| lag | chi2 df Prob > chi2 |
|------+-------------------------------|
| 1 | 26.8331 16 0.04338 |
| 2 | 12.3209 16 0.72161 |
| 3 | 14.3204 16 0.57486 |
+--------------------------------------+
H0: no autocorrelation at lag order
If there is autocorrelation at any of the lags what can be used as a solution in var model. Remember my data is non-stationary at level so I am using var at first difference for all variables. But for lag order selection I am using variables at level.
I would be greatly thankful for supportive replies.
Thanks
aasim
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