new R user struggling with error and convergence issues
Jennifer Yourkavitch via R-sig-mixed-models <r-sig-mixed-models at ...> writes:
Follow-up: glmmPQL works like a charm. I don?t really understand the difference between the algorithms used by glmmPQL and glmer. Should I be concerned that the models ran with glmmPQL but not glmer? Thanks, Jennifer
The main case where Laplace approximation (the default glmer algorithm) is significantly better than PQL is when there are a small number of values per group; PQL depends more strongly than Laplace approximation on the approximate Normality of the sampling distributions of the conditional modes (predictions of the random effects for particular groups). Do the predicted values make sense? Ben Bolker