Two-sample comparison is an important problem in statistics such that in practical applications especially in biostatistics and laboratory data, we are interested in doing it. Namely, given two sets of samples and where , are unknown, the purpose is to examine the equivalent of and . Classical nonparametric tests such as Kolmogorove-Smirnov and Crame?r-von Mises do not scale well as the dimentionality increased.
