Abstract: Highlights•Be able to determine number of clusters and cluster centers automatically.•Present a non-parametric method to expand initial clusters.•The parameters are kept at the minimum and can be fixed for many datasets.•Extensive experiments demonstrate the effectiveness of our algorithm.
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