Abstract: In this paper, further discussion on the nonparametric clustering is made, An improved nonparametric classical clustering algorithm and a more accurate criterion based on the goodness of fit are advanced, Combining this method with the K-nearest neighbor decision rule, a fixed neighborhood decision algorithms are realized in the BCY languge on The TQ-16 computer. The cells are divided into classes by the above methods and useful results are achieved.