Comparison of nonparametric testing criteria of hypothesis of distribution of random variables

From a perspective of collective estimation principles, the authors worked out the technique of testing, for a hypothesis of identity of laws of distributions of random variables, based on nonparametric algorithms of pattern recognition. Results of its comparison with Smirnov and Pearson criterion are presented.