Abstract: Highlights•The proposed method jointly explores the consistency and complementarity.•Multiple pseudo views are formed with the proposed redistribution strategy.•Multiple pseudo views contain essential information and are of high complementarity.•The proposed method fully integrates the information from multiple views.
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