Least squares and generalized least squares in models with orthogonal block structure

Besides the basic model, Kronecker products of rotated models are used to isolate the variance components as parameters of a linear model. A characterization of BLUE given by Zmyślony (1980) is applied to the different models. Generalized least squares are used to complete the estimation.