On simultaneous prediction in a multivariate general linear model with future observations

We provide a general derivation for the closed-form formula of the best linear unbiased predictors (BLUPs) of all unknown parameter matrices in a multivariate general linear model (MGLM) with future observations by using some new matrix analysis tools, and present a variety of valuable properties and features of the BLUPs under various general assumptions.