Multivariate Generalizations of the Wald-Wolfowitz and Smirnov Two-Sample Tests

Abstract
Multivariate generalizations of the Wald-Wolfowitz runs statistic and the Smirnov maximum deviation statistic for the two-sample problem are presented. They are based on the minimal spanning tree of the pooled sample points. Some null distribution results are derived and a simulation study of power is reported.