[R-sig-ME] contrasts lme

i white i.m.s.white at ed.ac.uk
Wed Sep 7 11:46:44 CEST 2011


Etienne,

You are trying to set up a design matrix with 4 columns:

fac1 fac2 Design
A    X    1 0 1 0
A    Y    1 0 0 1
B    X    0 1 1 0
B    Y    0 1 0 1

but the columns of this matrix add to a constant 1, so lme drops one 
column (3rd), leaving you with 3 parameters, fac1(A), fac1(B), and 
fac2(Y), representing means for levels A and B of fac1, and the 
difference between levels X and Y of fac2.

What is the hypothesis you want to test?


Etienne Laliberte wrote:
> I have two factors and what to test the null hypothesis that each term is
> equal to 0 (which in this case is meaningful). With one factor you just add
> -1 to remove the intercept. However, with two factors I don't understand the
> summary output. I'm obviously missing something re contrasts.  An answer to
> my question below would be much appreciated. Thanks in advance.
> 
>  
> 
> # create dummy data
> 
> fac1 <- rep(gl(2, 6, labels = c("A", "B")), 4 )
> 
> fac2 <- rep(gl(2, 3, labels = c("X", "Y") ), 8 )
> 
> block <- gl(4, 12)
> 
> resp <- rnorm(length(fac1), mean = 10)
> 
> dummy <- data.frame(resp, fac1, fac2, block)
> 
>  
> 
> # load nlme
> 
> library(nlme)
> 
>  
> 
> # create lme model
> 
> # no intercept, only fac1
> 
> mod1 <- lme(resp ~ fac1 - 1, random = ~ 1 | block, data = dummy)
> 
> summary(mod1)
> 
> # here the null hypotheses being tested are that the terms for fac1A and
> fac1B are both = 0
> 
> # this is what I want
> 
>  
> 
> # but what about when there is another factor?
> 
> # what are the null hypotheses with the terms, particularly fac2Y, and why
> is fac2X not listed?
> 
> mod2 <- lme(resp ~ fac1 + fac2 - 1, random = ~ 1 | block, data = dummy)
> 
> summary(mod2)
> 
>  
> 
> Regards
> 
> Etienne
> 
>  
> 
>  
> 
> 
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> 
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