Re: [R] How can one make stepAIC and lme

From: Prof Brian Ripley <ripley_at_stats.ox.ac.uk>
Date: Fri, 09 May 2008 16:58:25 +0100 (BST)

It's a known scoping issue in lme -- you are doing this from a function. Make sure your dataset is visible -- e.g. use with().

On Fri, 9 May 2008, Jorunn Slagstad wrote:

> Dear R-help
>
> I'm working on a large dataset which I have divided into 20 subsets based on similar features. Each subset consists of observations from different locations and I wish to use the location as a random effect.
> For each group I want to select regressors by a stepwise procedure and include a random effect on the intercept. I use stepAIC() and lme(). (The lmer()-function doesn't work with the stepAIC()-function.)
>
> Since I have many groups, and I wish to do the same thing for each group, I have constructed a function which takes the dataset as input variable and gives a prediction result (here mean absolute error) as output.
>
> This is an example using the Orthodont dataset:
>
> library(MASS)
> library(nlme)
> PredRes<-function(D1)
> {
> lmemod=lme(distance~age*Sex, random=~1|Subject, data=subset(D1,age!=14),method="ML")
> themod=stepAIC(lmemod,dir="both")
> prs=predict(themod,newdata=subset(D1,age==14))
> obs<-subset(D1,age==14)$distance
> print(mean(obs-prs))
> }
>
> Using this function with D1=Orthodont gives:
>
>> PredRes(Orthodont)
> Start: AIC=345.12
> distance ~ age * Sex
>
> Error in subset(D1, age != 14) : object "D1" not found
>
> The code works when I take Orthodont in directly:
>
>> lmemod=lme(distance~age*Sex, random=~1|Subject, data=subset(Orthodont,age!=14),method="ML")
>> themod=stepAIC(lmemod,dir="both")
> Start: AIC=345.12
> distance ~ age * Sex
>
> Df AIC
> - age:Sex 1 344.49
> <none> 345.12
>
> Step: AIC=344.49
> distance ~ age + Sex
>
> Df AIC
> <none> 344.49
> + age:Sex 1 345.12
> - Sex 1 348.70
> - age 1 371.77
>> prs=predict(themod,newdata=subset(Orthodont,age==14))
>> obs<-subset(Orthodont,age==14)$distance
>> print(mean(obs-prs))
> [1] 0.2962963
>
> How can I make this code work with dataset av input variable in a function?
>
> I'm using R version:
>
> Version:
> platform = x86_64-unknown-linux-gnu
> arch = x86_64
> os = linux-gnu
> system = x86_64, linux-gnu
> status =
> major = 2
> minor = 6.0
> year = 2007
> month = 10
> day = 03
> svn rev = 43063
> language = R
> version.string = R version 2.6.0 (2007-10-03)
>
> Locale:
> LC_CTYPE=en_US.UTF-8;LC_NUMERIC=C;LC_TIME=en_US.UTF-8;LC_COLLATE=en_US.UTF-8;LC_MONETARY=en_US.UTF-8;LC_MESSAGES=en_US.UTF-8;LC_PAPER=en_US.UTF-8;LC_NAME=C;LC_ADDRESS=C;LC_TELEPHONE=C;LC_MEASUREMENT=en_US.UTF-8;LC_IDENTIFICATION=C
>
> Search Path:
> .GlobalEnv, package:MASS, package:nlme, package:stats, package:graphics, package:grDevices, package:utils, package:datasets, package:methods, Autoloads, package:base
>
> By the way the R version 2.7.0 Patched (2008-05-08 r45647) gives the same error message.
>
> --
> Regards
> Jorunn Slagstad
>
> ______________________________________________
> 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.
>

-- 
Brian D. Ripley,                  ripley_at_stats.ox.ac.uk
Professor of Applied Statistics,  http://www.stats.ox.ac.uk/~ripley/
University of Oxford,             Tel:  +44 1865 272861 (self)
1 South Parks Road,                     +44 1865 272866 (PA)
Oxford OX1 3TG, UK                Fax:  +44 1865 272595

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Received on Fri 09 May 2008 - 17:13:46 GMT

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