[R] lme degrees of freedoms: SAS and R
John Fox
jfox at mcmaster.ca
Mon Apr 1 00:21:44 CEST 2002
Dear Kaiya Liu,
I don't have time now to check, but as I recall, the default "containment
method" for determining degrees of freedom used by proc mixed in SAS
doesn't always give the right answer. You can try adding ddfm=satterth as
an option to the model statement to use Satterthwaite's method for
calculating df. Again, if I recall right, there's a discussion in the book
The SAS System for Mixed Models by Littell et al.
Maybe this accounts for the discrepancy.
I hope that this helps,
John
At 12:52 PM 3/31/2002 +0200, Kaiya Liu wrote:
>I ran a mixed effect model using R 1.4.1 and SAS 8.0 on the SIMS data
>found in the SASmixed package and found that the degrees of freedoms for
>fixed effects are very different.
> From R, df = n - v -1 where n is total # of observations, v is the # of
> levels for the grouping factor. From SAS df = v -1. Am I wrong about this
> or can somebody explain which is correct and why?
>
>Thanks a lot!
>
>Kaiya Liu
>
>-------------------------------------
>Here are the codes:
>
>For R:
> > formula (SIMS)
>Gain ~ Pretot | Class
> > data(SIMS)
> > fm1SIMS <- lme(Gain ~ Pretot, data = SIMS, random = ~ Pretot | Class,
> control = list(msVerbose = TRUE))
> > summary (fm1SIMS)
>_________________________________
>For SAS:
>
>proc mixed data=sims;
> class class;
> model gain = pretot / solution;
> random intercept pretot / subject=class type=un;
>run;
>
>Most of the results are comparable except the degrees of freedoms for the
>fixed effects:
>
> From R: DF = 3500
>
>Fixed effects: Gain ~ Pretot
> Value Std.Error DF t-value p-value
>(Intercept) 7.066218 0.3631916 3500 19.45589 <.0001
>Pretot -0.187538 0.0163680 3500 -11.45756 <.0001
>
>Number of Observations: 3691
>Number of Groups: 190
>__________________________________________________________
> From SAS: DF = 189
>
> Solution for Fixed Effects
>
> Standard
> Effect Estimate Error DF t
> Value Pr > |t|
>
> Intercept 7.0595 0.3658 189 19.30 <.0001
> pretot -0.1860 0.01610 189 -11.56 <.0001
>
>-----------------------------------------------------------
-----------------------------------------------------
John Fox
Department of Sociology
McMaster University
Hamilton, Ontario, Canada L8S 4M4
email: jfox at mcmaster.ca
phone: 905-525-9140x23604
web: www.socsci.mcmaster.ca/jfox
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