A simple way to obtain the spectral decomposition of variance components models for balanced data

Abstract

By means of an example it is shown how eigenvalues and eigenvectors of variance components models can be obtained straightforwardly when balanced data are available. Simple asymptotically efficient estimators of the variance components are presented.