Vector correlation based on ranks and a nonparametric test of no association between vectors1

In this paper, a measure of vector correlation based on ranks is introduced. Its asymptotic distribution is derived under the null hypothesis of no association between the random vectors and under a sequence of alternatives. A procedure is described for performing a nonparametric test of no association between two random vectors and an empirical comparison is performed with existing tests.