 It has been generalized from univariate populations to multivariate populations, which produce samples of vectors.It is based on the Wilcoxon signed-rank statistic.In statistical theory, it was an early example of a rank-based estimator, an important class of estimators both in nonparametric statistics and in robust statistics.