lme convergence error
1. This thread belongs on the r-sig-mixed-models list , 2. I would bet that for some of the data sets, the model is unbalanced/overspecified, causing te convergence issues (imagine climbing a narrow ridge by zig-zagging back and forth across it). Cheers, Bert On Tue, Jul 26, 2011 at 12:56 AM, ONKELINX, Thierry
<Thierry.ONKELINX at inbo.be> wrote:
Dear Ben, Maybe the model converges more slowy than other models. Running more iterations might solve the problem. Have a look at ?lme and ?lmeControl. Best regards, Thierry PS R-sig-mixedmodels is a better list for questions on lme(). ---------------------------------------------------------------------------- ir. Thierry Onkelinx Instituut voor natuur- en bosonderzoek team Biometrie & Kwaliteitszorg Gaverstraat 4 9500 Geraardsbergen Belgium Research Institute for Nature and Forest team Biometrics & Quality Assurance Gaverstraat 4 9500 Geraardsbergen Belgium tel. + 32 54/436 185 Thierry.Onkelinx at inbo.be www.inbo.be To call in the statistician after the experiment is done may be no more than asking him to perform a post-mortem examination: he may be able to say what the experiment died of. ~ Sir Ronald Aylmer Fisher The plural of anecdote is not data. ~ Roger Brinner The combination of some data and an aching desire for an answer does not ensure that a reasonable answer can be extracted from a given body of data. ~ John Tukey
-----Oorspronkelijk bericht----- Van: r-help-bounces at r-project.org [mailto:r-help-bounces at r-project.org] Namens Ben Grannan Verzonden: maandag 25 juli 2011 23:00 Aan: r-help at r-project.org Onderwerp: [R] lme convergence error Hello, I am working from a linux 64 machine on a server with R-2.12 (I can't update to 2.13). I am iterating through many linear mixed models for longitudinal data and I occasionally receive the following convergence error:
BI.lme <- lme(cd4 ~ time + genBI + genBI:time + C1 + C2 + C11 + C12,
random =~ 1 + time | IID, data = d) Error in lme.formula(cd4 ~ time + genBI + genBI:time + PC1 + ?: ? nlminb problem, convergence error code = 1 ? message = false convergence (8)
From iteration to iteration, genBI is the only variable which changes and it
is a numerical variable equal to 1, 2, or 3 for a given IID. ?When I remove the interaction term genBI:cd4years there is no problem with convergence. Also, I have played around with scaling time (days to years, eg) which can solve the problem but then leads to convergence issues in other iterations. When I shift the time (say in units of years by +2) the model also converges. ?So it seems like the genBI:time is the issue. ?Do you have any suggestions for exploring why I get these convergence errors only on certain iterations? ?I really appreciate any suggestions! Ben Here is a summary of the included variables just in case it is helpful: ?IID (808 groups) ? ? ?cd4 ? ? ? ? ? ? ?time ( in years) C1 ?ACTG_617 : ? 26 ? Min. ? : ? 0.0 ? Min. ? :0.0000 ? Min. ? :-0.032700 ?ACTG_1055: ? 25 ? 1st Qu.: 288.0 ? 1st Qu.:0.4603 ? 1st Qu.: 0.001600 ?ACTG_1590: ? 25 ? Median : 434.0 ? Median :1.1534 ? Median : 0.004300 ?ACTG_200 : ? 23 ? Mean ? : 461.3 ? Mean ? :1.2107 ? Mean ? : 0.002139 ?ACTG_420 : ? 23 ? 3rd Qu.: 599.0 ? 3rd Qu.:1.8630 ? 3rd Qu.: 0.006100 ?ACTG_454 : ? 23 ? Max. ? :2022.0 ? Max. ? :2.7808 ? Max. ? : 0.011300 ?(Other) ?:11992 ? ? ? ? ?C2 ? ? ? ? ? ? ? ? ?C11 ? ? ? ? ? ? ? ? ?C12 Sex ?Min. ? :-0.105800 ? Min. ? :0.000 ? Min. ? :0.0000 ? Min. ? :1.000 ?1st Qu.: 0.002100 ? 1st Qu.:0.000 ? 1st Qu.:0.0000 ? 1st Qu.:1.000 ?Median : 0.007900 ? Median :0.000 ? Median :0.0000 ? Median :1.000 ?Mean ? : 0.001803 ? Mean ? :0.367 ? Mean ? :0.3020 ? Mean ? :1.095 ?3rd Qu.: 0.011700 ? 3rd Qu.:1.000 ? 3rd Qu.:1.0000 ? 3rd Qu.:1.000 ?Max. ? : 0.030800 ? Max. ? :1.000 ? Max. ? :1.0000 ? Max. ? :2.000 ? ? ?genBI ?Min. ? :1.000 ?1st Qu.:1.000 ?Median :1.000 ?Mean ? :1.369 ?3rd Qu.:2.000 ?Max. ? :3.000 ? ? ? [[alternative HTML version deleted]]
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______________________________________________ R-help at r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.
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