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glmer - help with t values
2 messages · Elisa Fuentes-Montemayor, Ben Bolker
1 day later
Elisa Fuentes-Montemayor wrote:
Hi,
I'm new in R and I've performed a glmer with several factors, but more than two levels in some of the factors. In the output I get after performing the glmer I obtain t values for each of the factor levels, like this:
Fixed effects:
Estimate Std. Error t value
(Intercept) 3.72592 2.71117 1.374
Farm.typeCONV -1.17776 0.36591 -3.219
HabitatHR 0.55193 0.23882 2.311
HabitatSRG 0.08069 0.25854 0.312
HabitatWM 0.42429 0.23221 1.827
ActivityMixed 1.33646 0.41566 3.215
ActivityPastoral -0.71769 1.62846 -0.441
But what I really need is an overall t value for each factor (Farm.type, Habitat, Activity). Could anyone please tell me how I can do this?
Thanks!
Elisa
What you need is a Wald F value, rather than a Wald t value http://glmm.wikidot.com/local--files/examples/glmmfuns.R has a waldF(object, variable, den.df) function where "object" is your lme4 fit, "variable" is the name of your variable, and "den.df" is your denominator df (you can just make it NA): e.g. tmp <- "http://glmm.wikidot.com/local--files/examples/glmmfuns.R" source(url(tmp)) set.seed(1001) x <- runif(300) f <- factor(rep(LETTERS[1:3],each=100)) g <- factor(rep(letters[1:10],each=30)) params <- list(slope=2,int=c(-0.5,0.5,1), grp=rnorm(10,sd=1)) eta <- with(params,int[f]+slope*x+grp[g]) y <- rbinom(300,prob=plogis(eta),size=10) X <- data.frame(x,f,y) library(lme4) m1 <- glmer(cbind(y,10-y)~f+x+(1|g),data=X,family=binomial) summary(m1) waldF(m1,"f",NA)
Elisa Fuentes-Montemayor, MSc PhD student School of Biological & Environmental Sciences University of Stirling Stirling FK9 4LA Scotland, UK http://www.sbes.stir.ac.uk/people/postgrads/fuentes-montemayor.html
Ben Bolker Associate professor, Biology Dep't, Univ. of Florida bolker at ufl.edu / www.zoology.ufl.edu/bolker GPG key: www.zoology.ufl.edu/bolker/benbolker-publickey.asc