Abstract: This paper deals with the linear model Cov where
deficiency of ranks is allowed for both and It is investigated when artificially
enlarging to a matrix may result in correct estimation and prediction formulae. This
leads to condition on and finally ends up in the Rao-Mitra approach of Unified Least
Squares.