Abstract: Highlights•Developing a feature selection method to obtain salient simple concepts.•Building fuzzy similarity measure based on AFS theory.•Applying spectral clustering to get the initial clustering results.•Achieving semantic descriptions of classes to adjust the final clustering results.•Proposed can explore the underlying knowledge implied in data.
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