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interpreting assumption tests for multilevel modelling

I have run a multilevel logistic regression model using the glme package in R. I now need to test the assumptions but I am not sure how to interpret the graphs I get, nor whether I'm doing the correct ...
Paige Cox's user avatar
1 vote
0 answers
28 views

Help with MLM specification (data clustered by group and year) lme4 R

I have a dataset structured like so: ...
letitburn's user avatar
1 vote
1 answer
626 views

Multilevel logistic panel regression with glmer in R

My dataset (long format) contains of data collected in 4 studies. Although the variables in the studies were identical, I want to account for the heterogeneity of the population between these studies ...
anwyy's user avatar
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4 votes
1 answer
1k views

Difference between multilevel logistic regression and a logistic regression with lower levels aggregated

I have a question about the differences between two forms of logistic regression. Let's say that I have data that is collected with some nesting. For concreteness, we'll say that I've got data across ...
triddle's user avatar
  • 480
0 votes
0 answers
35 views

R/Lme4: Trouble specifying random effects properly in a repeated measures logistic HLM

I am having trouble getting appropriate random effects output when using the glmer command in lme4. My dataset is a long-form ...
Andrew Erhart's user avatar
1 vote
0 answers
69 views

Cross-classified multi-level model - application to marketing

I am working on predicting whether an individual customer will respond favourably to a marketing campaign (yes/no). I have data about customers, and their responses to previous campaigns. If possible, ...
Red Car's user avatar
  • 11
3 votes
0 answers
93 views

Estimation Procedure of Multilevel Logistic Regression

I know the estimation procedure for logistic regression is the iterative weighted least squares method. In the book An Introduction to Generalized Linear Models written by Dobson & Barnett, in ...
ABC's user avatar
  • 1,705
1 vote
0 answers
5k views

How to estimate ICC (degree of clustering) in hierarchical logistic regression?

I am exploring hierarchical logistic regression, using glmer from the lme4 package. To my understanding, one of the first steps in multilevel modeling is to estimate the degree of clustering of level-...
Joel Chan's user avatar