The name mixed model comes from the fact that the model contains both fixed-effects parameters, , and random-effects parameters, . Refer to Henderson (1990) and Searle, Casella, and McCulloch (1992) ...

This paper shows how the correlated random effects approach can be extended to linear panel data models when instrumental variables are needed and the panel is unbalanced. We obtain the algebraic ...