Admissible linear estimators in mixed linear models

Inhomogeneous linear estimation in the general mixed model with possible singular covariance matrix is considered. It is shown that this problem reduces to the homogeneous linear estimation in a simpler model. In consequence, some necessary and sufficient conditions for the admissibility are derived from Rao (1976, Ann. Statist. 4 1023-1037).