Abstract: Highlights•We comprehensively consider multi-view clustering, self-supervised multi-view clustering and incomplete multi-view clustering in this survey.•We provide the detailed statements of these above three aspects for research in this survey, which consist of the adopted multi-view datasets.•Apart from the review on the multi-view clustering studies, we also give some open problems for discussion to achieve further advancement of multi-view clustering.
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