regression
Bayesian generalized mixed model
Model subject-specific associations for repeated binary or count outcomes.
Requirements
- binary or count outcome
- predictors
- cluster column
- explicit event coding and priors
Avoid when
- a frequentist GLMM is required
- prior or posterior validation is unavailable
Formula
g(E[Y|u]) = Xβ + Zu
Interpretation
Variational Bayes random-intercept estimates with approximate credible intervals, not confidence intervals or p-values.
Worked example
Model repeated binary or count outcomes with subject-specific random intercepts and explicit Bayesian priors.
Open example datasets