Abstract: Highlights•Noise reduction soft boundary is proposed and then the category distribution can be described reasonably.•The negative effect of noise sample located near category boundary will be reduced effectively.•The proposed can effectively reflect the evolution character well and detect the concept evolution effectively.
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