Generalized linear mixed models

Generalized linear mixed models extend the linear model so that:

  • The target is linearly related to the factors and covariates via a specified link function.
  • The target can have a non-normal distribution.
  • The observations can be correlated.

Generalized linear mixed models cover a wide variety of models, from simple linear regression to complex multilevel models for non-normal longitudinal data.