Siew Leng TENG
2003-Aug-04 06:00 UTC
[R] Error in calling stepAIC() from within a function
Hi,
I am experiencing a baffling behaviour of stepAIC(),
and I hope to get any advice/help on what went wrong
or I'd missed. I greatly appreciate any advice given.
I am using stepAIC() to, say, select a model via
stepwise selection method.
R Version : 1.7.1
Windows ME
Many thanks and best regards,
Siew-Leng
***Issue :
When stepAIC() is placed within a function, it seems
that stepAIC() cannot detect the data matrix, and
the
program is halted as a result. However, when the
same
codes are copied, paste and run in R workspace,
stepAIC can execute and R is able to produce the
desired output.
***Actions taken :
I had tried to look into and manipulate environments
and formals(f), but with not much luck.
***Code snippets (an example):
library(MASS)
library(nls)
Data<-data.frame(matrix(rnorm(120),ncol=6))
colnames(Data)<-c("Y",paste("X",1:5,sep=""))
f<-function(A)
{
a <-glm(Y~X1+X2+X3, data=A)
b
<-stepAIC(a,scope=list(upper=~X1+X2+X3+X4+X5,lower=~1),direction="both",trace=FALSE)
b
}
f(Data)
R gives the following error :
> f(Data)
Error in model.frame.default(formula = Y ~ X1 + X3,
data = A, drop.unused.levels = TRUE) :
Object "A" not found
However, when the same codes are copied, paste and
run
in the workspace, stepAIC() can run, and R is able
to
produce the desired output :
A <- Data
a <-glm(Y~X1+X2+X3, data=A)
b
<-stepAIC(a,scope=list(upper=~X1+X2+X3+X4+X5,lower=~1),direction="both",trace=FALSE)
b
> b
> Call: glm(formula = Y ~ X4, data = A)
>
> Coefficients:
> (Intercept) X4
> 0.1942 -0.3314
>
> Degrees of Freedom: 19 Total (i.e. Null); 18
> Residual
> Null Deviance: 20.51
> Residual Deviance: 17.95 AIC: 60.6
> >
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Prof Brian Ripley
2003-Aug-04 08:03 UTC
[R] Error in calling stepAIC() from within a function
Your example works for me in R-devel, and in R 1.7.1 using step() rather than stepAIC(). On Sun, 3 Aug 2003, Siew Leng TENG wrote:> Hi, > > I am experiencing a baffling behaviour of stepAIC(), > and I hope to get any advice/help on what went wrong > or I'd missed. I greatly appreciate any advice given. > > I am using stepAIC() to, say, select a model via > stepwise selection method. > > R Version : 1.7.1 > Windows ME > > Many thanks and best regards, > Siew-Leng > > > ***Issue : > > When stepAIC() is placed within a function, it seems > that stepAIC() cannot detect the data matrix, and > the > program is halted as a result. However, when the > same > codes are copied, paste and run in R workspace, > stepAIC can execute and R is able to produce the > desired output. > > ***Actions taken : > I had tried to look into and manipulate environments > and formals(f), but with not much luck. > > > ***Code snippets (an example): > > library(MASS) > library(nls) > > Data<-data.frame(matrix(rnorm(120),ncol=6)) > colnames(Data)<-c("Y",paste("X",1:5,sep="")) > > f<-function(A) > { > a <-glm(Y~X1+X2+X3, data=A) > b > > <-stepAIC(a,scope=list(upper=~X1+X2+X3+X4+X5,lower=~1),direction="both",trace=FALSE) > b > } > > > f(Data) > > > R gives the following error : > > > f(Data) > Error in model.frame.default(formula = Y ~ X1 + X3, > data = A, drop.unused.levels = TRUE) : > Object "A" not found > > > However, when the same codes are copied, paste and > run > in the workspace, stepAIC() can run, and R is able > to > produce the desired output : > > A <- Data > a <-glm(Y~X1+X2+X3, data=A) > b > > <-stepAIC(a,scope=list(upper=~X1+X2+X3+X4+X5,lower=~1),direction="both",trace=FALSE) > b > > > b > > > Call: glm(formula = Y ~ X4, data = A) > > > > Coefficients: > > (Intercept) X4 > > 0.1942 -0.3314 > > > > Degrees of Freedom: 19 Total (i.e. Null); 18 > > Residual > > Null Deviance: 20.51 > > Residual Deviance: 17.95 AIC: 60.6 > > > > > > __________________________________ > > Yahoo! SiteBuilder - Free, easy-to-use web site design software > > ______________________________________________ > R-help at stat.math.ethz.ch mailing list > https://www.stat.math.ethz.ch/mailman/listinfo/r-help >-- 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