[R] creating functions question
Dimitris Rizopoulos
d.rizopoulos at erasmusmc.nl
Mon Feb 15 20:45:04 CET 2010
try this:
MRfit <- function (...) {
models <- list(...)
do.call(anova, models)
}
I hope it helps.
Best,
Dimitris
AC Del Re wrote:
> Hi All,
>
> I am interested in creating a function that will take x number of lm
> objects and automate the comparison of each model (using anova). Here
> is a simple example (the actual function will involve more than what
> Im presenting but is irrelevant for the example):
>
> # sample data:
>
> id<-rep(1:20)
> n<-c(10,20,13,22,28,12,12,36,19,12,36,75,33,121,37,14,40,16,14,20)
> r<-c(.68,.56,.23,.64,.49,-.04,.49,.33,.58,.18,-.11,.27,.26,.40,.49,
> .51,.40,.34,.42,.16)
> mod2<-factor(c(rep(c(1,2,3,4),5)))
> da<-data.frame(id, n, r, mod1, mod2)
>
>
> reg0<-lm(da$r ~ 1)
> reg1<-lm(da$r ~ da$mod1)
> reg2<-lm(da$r ~ da$mod1 + da$mod2)
>
> # This is as far as I get with the function:
>
> MRfit <- function( ...) {
> models <- list(...)
> fit<- anova(models)
> return(fit)
> }
>
> MRfit(reg0,reg1,reg2)
>
> # This is what I get from R:
>
> # Error in UseMethod("anova") :
> # no applicable method for 'anova' applied to an object of class "list"
>
> # which makes sense, but Im not sure how to work with this list
> considering the desired output.
> # Ideally I would like to get:
>
> MRfit(reg0,reg1,reg2) # I know that I could just do anova(reg0,reg1,
> reg2) but the actual function will have additional functions
> integrated
>
> Analysis of Variance Table
>
> Model 1: da$r ~ 1
> Model 2: da$r ~ da$mod1
> Model 3: da$r ~ da$mod1 + da$mod2
>
> Res.Df RSS Df Sum of Sq F Pr(>F)
> 1 19 0.83848
> 2 18 0.78668 1 0.051803 1.1230 0.3060
> 3 15 0.69193 3 0.094747 0.6847 0.5752
>
>
> Any help is much appreciated!
>
> Thank you,
>
> AC
>
> ______________________________________________
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> PLEASE do read the posting guide http://www.R-project.org/posting-guide.html
> and provide commented, minimal, self-contained, reproducible code.
>
--
Dimitris Rizopoulos
Assistant Professor
Department of Biostatistics
Erasmus University Medical Center
Address: PO Box 2040, 3000 CA Rotterdam, the Netherlands
Tel: +31/(0)10/7043478
Fax: +31/(0)10/7043014
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