[R] help on nested mixed effects ANOVA
Mukta Chakraborty
chakraborty.mukta at gmail.com
Mon Jan 12 18:24:42 CET 2009
Hello,
I am trying to run a mixed effects nested ANOVA but none of my codes
are giving me any meaningful results and I am not sure what I am doing
wrong. I am a new user on R and would appreciate some help.
The experimental design is that I have some frogs that have been
exposed to three acoustic Treatments and I am measuring neural
activity (egr), in 12 brain regions. Some frogs also called different
calls than others so I am testing for effect of Call as a fixed
effect.
I have Treatment (Trt), Brain Region (Region), and Call (Call) as
fixed effects and I am modeling Subject (Subj) as a random effect with
brain region nested within subject. I am using lme4 package and I am
not sure if that is the correct one to use.
I also have some missing values as NA as part of the dataset. I have
also set Subj, Region, and Call as factors using as.factor.
I have run the model which I am sure is wrong:
model1<-anova(lme(egr ~ Trt* Region, random=~1|Subj/Region,na.action=na.omit))
The output I am getting is:
numDF denDF F-value p-value
Min. : 1.00 Min. : 32 Min. : 2.891 Min. :0.000e+00
1st Qu.: 1.75 1st Qu.:197 1st Qu.: 12.120 1st Qu.:0.000e+00
Median : 6.50 Median :252 Median : 20.275 Median :1.146e-05
Mean : 9.00 Mean :197 Mean : 87.353 Mean :1.383e-05
3rd Qu.:13.75 3rd Qu.:252 3rd Qu.: 95.508 3rd Qu.:2.530e-05
Max. :22.00 Max. :252 Max. :305.972 Max. :3.240e-05
Any help on what I am doing wrong on the coding would be very helpful.
Thanks a lot.
Mukta
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