[R-sig-ME] Zero variance and Std. Dev. using lmer?
Renwick, A. R.
a.renwick at abdn.ac.uk
Tue Jan 13 15:24:31 CET 2009
I asked a similar question and got a good reponse last year.
Follow the link below:
https://stat.ethz.ch/pipermail/r-sig-mixed-models/2008q3/001245.html
-----Original Message-----
From: r-sig-mixed-models-bounces at r-project.org [mailto:r-sig-mixed-models-bounces at r-project.org] On Behalf Of Luciano La Sala
Sent: 13 January 2009 14:16
To: r-sig-mixed-models at r-project.org
Subject: [R-sig-ME] Zero variance and Std. Dev. using lmer?
Dear R-people:
I have run a GLMM (using lmer) with the fixed and random effects detailed below. Oddly I think, I get zero variance and Std. Dev. values.
How is that possible? Does it mean that the RE "NestID" is not helping to account for autocorrelation among sibling chicks at the nest level?
Or is this a small sample size problem?
As well, I ran an ordinary logistic regression using he exact same fixed variables, and I got the exact same AIC and BIC values and estimates for fixed effects, error, z value, and Pr(>|z|).
Does this support the idea that the GLMM with RE for NestID is not necessary at all?
Look forward to hearing from you.
Cheers for now.
Luciano
GENERALIZED LINEAR MIXED MODEL WITH RANDOM INTERCEPT
model <- lmer(Death10~HO+ClutchSize+SibComp+Yr+(1|NestID),family=binomial,1)
Generalized linear mixed model fit by the Laplace approximation
Formula: Death10 ~ HO + ClutchSize + Sibcomp + yr + (1 | NestID)
Data: 1
AIC BIC logLik deviance
242.2 268.5 -113.1 226.2
Random effects:
Groups Name Variance Std. Dev.
NestID (Intercept) 0 0
Number of obs: 198, groups: NestID, 104
Fixed effects:
Estimate Std. Error
z value Pr(>|z|)
(Intercept) -1.2239 0.5114
-2.3934 0.0167 *
HOSecond -0.6910 0.8928
-0.7739 0.4390
HOThird 0.6768 1.0327
0.6554 0.5122
ClutchSizeTwo-eggs 1.3961 0.5864 2.3809
0.0173 *
ClutchSizeThree-eggs 0.3958 0.5843 0.6773
0.4982
SibcompAbsent 1.7804 0.9140
1.9479 0.0514 .
yr2007 -0.8299 0.3423
-2.4245 0.0153 *
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) HOScnd HOThrd CltchSzTw-
CltchSzTh- SbcmpA
HOSecond -0.034
HOThird -0.031 0.837
CltchSzTw-g -0.830 -0.069 -0.022
CltchSzThr- -0.816 -0.088 -0.107 0.785
SibcmpAbsnt 0.052 -0.904 -0.836 -0.018
-0.050
yr2007 -0.233 0.145 0.133 0.025
-0.050 - 0.224
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