Dynamic graph-based label propagation for density peaks clustering.
Expert Systems with Applications(2019)
摘要
•A novel dynamic density peaks clustering method called DPC-DLP is proposed.•The idea of k-nearest neighbors is used to compute the cut-off and local density of points.•A graph-based label propagation mechanism to distribute labels and form final clusters.•DPC_DLP can effectively assign true labels to border points located in overlapped regions.•The results of experiments reveal the effectiveness of the proposed method.
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关键词
Density peaks clustering,Soft clustering,Label propagation,Graph-based clustering
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