Hi --
I'm using lmer for binomial data. I am trying to
replicate estimates provided by Agresti (2002,
Categorical data analysis, Wiley) using abortion data
in table 10.13 (estimates provided in table 12.3 p.
505).
I fit the same model using these three commands:
a1 <- lmer(resp ~ sex + option1 + option2 + (1|id),
data=abort,family=binomial, method = c("AGQ"))
a2 <- lmer(resp ~ sex + option1 + option2 + (1|id),
data=abort,family=binomial, method = c("Laplace"))
a3 <- lmer(resp ~ sex + option1 + option2 + (1|id),
data=abort,family=binomial, method = c("PQL"))
All three methods provide the exact same estimates
(which should not be the case), and the estimates are
incorrect. I know the data are correctly entered
because I obtain correct estimates with gllamm in
Stata.
I am I doing something wrong here in my commands, or
is the lmer module not implementing AGQ and Laplace
properly with this version?
Markus Bean wrote:> Hi -- > > I'm using lmer for binomial data. I am trying to > replicate estimates provided by Agresti (2002, > Categorical data analysis, Wiley) using abortion data > in table 10.13 (estimates provided in table 12.3 p. > 505). > > I fit the same model using these three commands: > > a1 <- lmer(resp ~ sex + option1 + option2 + (1|id), > data=abort,family=binomial, method = c("AGQ")) > > a2 <- lmer(resp ~ sex + option1 + option2 + (1|id), > data=abort,family=binomial, method = c("Laplace")) > > a3 <- lmer(resp ~ sex + option1 + option2 + (1|id), > data=abort,family=binomial, method = c("PQL")) > > All three methods provide the exact same estimates > (which should not be the case), and the estimates are > incorrect. I know the data are correctly entered > because I obtain correct estimates with gllamm in > Stata. > > I am I doing something wrong here in my commands, or > is the lmer module not implementing AGQ and Laplace > properly with this version?The latter. Actually it is not implementing them at all in this version. I will upload a new release of the lme4 package later this week and insert appropriate messages.
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