Affine invariant analogues of the two-sample Mann-Whitney-Wilcoxon ran
k sum test and the c-sample Kruskal-Wallis test for the multivariate l
ocation model are introduced. The definition of a multivariate (center
ed) rank function in the development is based on the Oja criterion fun
ction. This work extends bivariate rank methods discussed by Brown and
Hettmansperger (1987a,b) and multivariate sign methods by Hettmansper
ger and Oja (1994). The asymptotic distribution theory is developed to
consider the Pitman asymptotic efficiencies and the theory is illustr
ated by an example.