Application of Nonhierarchical Cluster Analysis in the Machine Learning

The paper presents a method for nonhierarchical clustering. The method is called method of the minimal spanning tree. Two algorithms for constructing a minimal spanning tree are described. Based on the proposed algorithm, a program for nonhierarchical clustering has been developed, which possesses a huge variety of possibilities for visualizing the obtained results.