[R] Repeates Measures MANOVA for Time*Treatment Interactions
Jarrett Byrnes
redbeard at arrr.net
Tue Nov 15 19:10:19 CET 2005
Dear R folk,
First off I want to thank those of you who responded with comments for
my R quick and dirty stats tutorial. They've been quite helpful, and
I'm in the process of revising them. When it comes to repeated
measures MANOVA, I'm in a bit of a bind, however. I'm beginning to see
that all of the documentation is written for psychologists, who have a
slightly different mind-set behind their experiments than, say, an
ecologist, who is interested in the effects of time per se, and not
just the effects of a treatment. For example, here's my dataset, say,
looking at plant height in cm with and without fertilizer
Treatment, Time1, Time2, Time3, Time4, Time5
Fertilizer, 1, 4, 8, 10, 12
Control,1,2,3,4,5
Fertilizer,1,8,10,12,20
Control,1,3,5,6,6
Fertilizer,2,5,10,20,25
Control,1,2,4,4,4
Clearly there is a time*treatment interaction (just eyeballing the
dataset)
My question is, how does one set this up using the anova.mlm approach
so that in the end I can write up a table that says
Treatment
Time
Time*Treatment
I can see from ?anova.mlm how one would get the Treatment effect using
something like
response<-with(my.data, rbind(Time1, Time2, Time3, Time4, Time5))
mlmfit<-lm(response~1)
mlmfit0<-update(mlmfit, ~0)
anova(mlmfit, mlmfit0, X = ~ Treatment, idata=my.data, test="Spherical")
Although this yields the result that, after correction, it's not
significant - perhaps due to the low DF from this simple example
--
Analysis of Variance Table
Model 1: response ~ 1
Model 2: response ~ 1 - 1
Contrasts orthogonal to
~Treatment
Greenhouse-Geisser epsilon: 0.3565
Huynh-Feldt epsilon: 0.4982
Res.Df Df Gen.var. F num Df den Df Pr(>F) G-G Pr H-F Pr
1 4 0.43167
2 5 1 0.50937 3.7939 4 16 0.02356 0.09620 0.06966
--
But, I still want to get my time and time*treatment interactions - what
would be the appropriate anova statements here?
Thanks so much, and hopefully this will resolve the confusion both for
myself and for LOTS of other ecology types!
-Jarrett
----------------------------------------
Jarrett Byrnes
Population Biology Graduate Group, UC Davis
Bodega Marine Lab
707-875-1969
http://www-eve.ucdavis.edu/stachowicz/byrnes.shtml
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