The well-known Mann–Whitney–Wilcoxon (MWW) statistic is based on empirical distribution estimates. However, the data are often drawn from smooth populations. Therefore, smoothness characteristic not preserved. In addition, several authors have pointed out that an inadmissible estimate. Thus, in this work, we develop versions of MWW function This approach preserves characteristics and allows eff...