This paper reviews two alternative approaches for modeling the (cross)
variograms in a coregionalization: (1) fitting the traditional linear
model of coregionalization, or (2) deducing the cross-variogram model
as a linear combination of prior direct (auto) variogram models while
checking the Cauchy-Schwarz inequalities. We show that the second app
roach has no practical advantage over the traditional one and may not
be valid if more than two variables are involved. In such case, Cauchy
-Schwarz inequalities are necessary but not sufficient conditions for
validity of a coregionalization model.