[R-sig-ME] What is the lmer/nlme equivalent of the REPEATED subcommand in SPSS's MIXED procedure?
Phillip Alday
phillip.alday at mpi.nl
Tue Mar 20 17:48:20 CET 2018
Perhaps somebody with a better understanding of the covariance structure
in lme4 can comment, but I thought that lmer used an unstructured
covariance structure. This seems to be one of the "bigger" nlme
features missing from lme4 -- there's no way to specify a structured
covariance such as AR1, etc.
(If I'm wrong, I would love to be corrected as it will only help my own
understanding of these things!)
Phillip
On 20/03/18 17:30, Maarten Jung wrote:
> Dear Ben, dear Phillip,
>
> comparing [1] with [2] I think the /REPEATED command specifies the error
> (co)variance structure of the model. Would you agree with that?
> If so, AFAIK this is not possible with lmer and thus the answer on Stack
> Overflow [3] would be wrong.
>
> [1] https://stats.idre.ucla.edu/r/examples/alda/r-applied-longitudinal-data-analysis-ch-7/
> [2] https://stats.idre.ucla.edu/spss/examples/alda/chapter7/applied-longitudinal-data-analysis-modeling-change-and-event-occurrenceby-judith-d-singer-and-john-b-willett-chapter-7-examining-the-multilevel-model-s-erro/
> [3]
> https://stackoverflow.com/questions/48518514/what-is-the-lmer-nlme-equivalent-of-the-repeated-subcommand-in-spsss-mixed-proc
>
> Regards,
> Maarten
>
> On Tue, Mar 20, 2018 at 2:10 PM, Ben Pelzer <b.pelzer at maw.ru.nl
> <mailto:b.pelzer at maw.ru.nl>> wrote:
>
> Dear Maarten,
>
> Take a look at
>
> https://stats.idre.ucla.edu/r/examples/alda/r-applied-longitudinal-data-analysis-ch-7/
> <https://stats.idre.ucla.edu/r/examples/alda/r-applied-longitudinal-data-analysis-ch-7/>
>
> which shows you a number of covariance structures, among which is
> the unstructured matrix, for repeated measures in R with lme. It
> refers to chapter 7 of Singer and Willett where they discuss all
> these different structures and how to choose among them. Regards,
>
> Ben.
>
> On 20-3-2018 9:00, Maarten Jung wrote:
>
> Dear list,
> I came across a SPSS syntax like this
>
> MIXED value BY factor1
> /CRITERIA=CIN(95) MXITER(100) MXSTEP(10) SCORING(1)
> SINGULAR(0.000000000001)
> HCONVERGE(0, ABSOLUTE) LCONVERGE(0, ABSOLUTE)
> PCONVERGE(0.000001,
> ABSOLUTE)
> /FIXED=factor1 | SSTYPE(3)
> /METHOD=REML
> /REPEATED=factor1 | SUBJECT(participant) COVTYPE(UN).
>
> and struggle to find an equivalent lmer/nlme (or R in general)
> formulation
> for this kind of models.
> Does anybody know how to convert the REPEATED subcommand into R
> code?
>
> Please note that I asked the question on Stack Overflow about
> two month ago:
> https://stackoverflow.com/questions/48518514/what-is-the-lmer-nlme-equivalent-of-the-repeated-subcommand-in-spsss-mixed-proc
> <https://stackoverflow.com/questions/48518514/what-is-the-lmer-nlme-equivalent-of-the-repeated-subcommand-in-spsss-mixed-proc>
>
> Best regards,
> Maarten
>
> [[alternative HTML version deleted]]
>
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