[R] Error in nonlinear mixed-effects model
Douglas Bates
bates at stat.wisc.edu
Wed Apr 27 03:04:35 CEST 2005
Revilla,AJ (pgt) wrote:
> Dear all,
>
> I am trying to fit a mixed-effects non linear regression, but I have
> some trouble with it. My data are a balanced panel of 904 subjects
> with 8 observations (at regular periods) per subject. The functional
> form of my model is Y=Aexp(-BX1)X2 +e. I want to allow parameters A
> and B to vary among subjects and also include an autocorrelation
> term. I have already fitted a standard nonlinear regression to the
> data, but I keep having problems with NLME.
>
> I have defined my data as a groupedData object, and when I try to fit
> the model I get this error message:
>
> dat<-groupedData(V~VAC|ID,data=dat)
> attach(dat)
I don't think that attach'ing a groupedData object will propagate the
grouping factors. I suggest that you avoid the construction of the
groupedData object and also that you avoid attaching and detaching data
frames. Just use
mod <- nlme(V~A*exp(B*YEAR)*VAC, dat, fixed=A+B~1, random=A+B~1|ID,
correlation=corCAR1(), start=c(A=1.2,B=0.2))
You will also need to specify a formula for the corAR1 constructor. My
guess is form = ~ YEAR | ID but you will need to decide if that is what
you intend. Check the help page for corAR1 to see the list of possible
arguments.
Error in
> getGroups.data.frame(dataMix, eval(parse(text = paste("~1",
> deparse(groups[[2]]), : Invalid formula for groups
>
> Do you have any clue of what’s happening? It’s the first time I fit a
> model like this in R, so the problem is probably pretty obvious, but
> I cannot see it.
>
> Thank you very much,
>
> Antonio
>
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