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2 votes
1 answer
164 views

Glmer with count data, repeat measurements and how to interpret output

I'm very new to mixed models (this is my first attempt) and have about 2 months experience in R so please forgive my ignorance. I am seeking guidance on my current project analysing the relationship ...
RFD1998's user avatar
  • 23
0 votes
1 answer
54 views

random slopes by two groups (species and site)?

I have a dataset of 20 bird species counted at 8 sites, and I'd like to estimate the species-specific change in migration timing at each site. Roughly half of those species are recorded at >= 5 ...
Jason's user avatar
  • 255
3 votes
0 answers
3k views

What distribution to use for left-skewed data in generalized linear mixed models (for use with structural equation modelling)?

I'm trying to run a GLMM with a response variable that is left-skewed. Eventually this model will form part of a piecewise structural equation model (using piecewiseSEM). I have data from 480 plots, ...
LvG's user avatar
  • 142
1 vote
0 answers
177 views

Doubts about the use of Cross-Validation in GLMM

I've recently ask in statckoverflow about some doubts with logistic regression fitted with a GLMM and an user recommend me asking in this forum. So, here it goes. I work with a wild population of a ...
papavientos's user avatar
0 votes
1 answer
216 views

Model specification in nlme: Random effects

My design has a total of 20 sites. 5 sites belong to each of four land covers: A, B, C and D. In each site, I have 5 sampling locations, 2 metres from each other. From each sampling location, I ...
Manaswi Raghurama's user avatar
7 votes
2 answers
395 views

Don't understand why glmm random effect variance is zero. Have reviewed similar questions still dont get it

I study a colonially-nesting bird species. I am trying to perform an AICc evaluation of GLMMs for a nest site selection study. I collected data at nest sites and paired random sites. I want to ...
PIJA's user avatar
  • 83
3 votes
1 answer
2k views

Fitting and interpreting random effects in repeated measures and unbalanced ecological data set

I have a vegetation data set that consists of 150 plots that were sampled 1-3 times over a three year period. Plots are my unit of observation and they are unbalanced (since plots were sampled either ...
araymond's user avatar
5 votes
2 answers
3k views

GLMM- relationship between AICc weight and random effects?

I am developing GLMM's in order to assess habitat selection (using GLMMs' coeficients to construct Resource selection functions). I have (telemetry) data from 5 study areas, and each area has a ...
mto23's user avatar
  • 637
2 votes
2 answers
2k views

GLMM: relationship between AIC, R squared and overdispersion?

First of all, I am a beginner in statistics, and I have been reading some questions and comments here regarding this matter but I am still a bit lost. My problem: I am constructing GLMM's in order to ...
mto23's user avatar
  • 637
4 votes
1 answer
290 views

Multivariate Analysis of Ecological Data: Procrustes analyses or GLM?

I have a dataset containing 6 variables (vegetation cover in percent) and the number of species found in 30 areas. I would like to test if the different vegetation covers explain species richness. ...
GoldFire's user avatar
  • 141
1 vote
1 answer
1k views

GLMM or LME? Repeated measures help?

I am having trouble using the correct test and r code for my experiment. Essentially I measured insect emergence daily from artificial streams with 3 treatments.: ...
Erinn's user avatar
  • 11
2 votes
2 answers
2k views

mixed effects and lme4: Do I need nesting?

I am analyzing data from a field experiment, and I am interested in the effects of fauna and altitude (fixed). Altitude has two levels, and at each site I have 5 blocks for the three levels of fauna (...
Aline Quadros's user avatar
18 votes
4 answers
28k views

Interpreting random effect variance in glmer

I'm revising a paper on pollination, where the data are binomially distributed (fruit matures or does not). So I used glmer with one random effect (individual plant)...
jwb4's user avatar
  • 313
2 votes
1 answer
275 views

Intraspecific variation in MCMCglmm

I want to use MCMCglmm to account for phylogenetic autocorrelation on my GLMM. However I have more than one trait measurement for certain species. Is there a way ...
AEM's user avatar
  • 151