Clustering aims at discovering the natural groupings in a dataset, prevalent many disciplines that involve multivariate data analysis. In this paper, we propose physically inspired graph-theoretical clustering method, which first makes points organized into an attractive graph, called In-Tree, via rule, Nearest Descent (ND). The rule of ND works to select nearest node descending direction poten...