Abstract: Highlights•The two-stage processing method is used to find the optimal attribute subset.•Several multi-scale information measures are defined.•The proposed information measures is designed as an unsupervised attribute selection algorithm.•This algorithm integrates multi-scale information and considers multiple interaction issues.
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