Abstract: Highlights•ASFL can fully fuse the similarities among different samples from multiple views.•ASFL can efficiently tackle large-scale multi-view semi-supervised feature selection.•ASFL can effectively preserve the complementarity and consistency among views.•ASFL can automatically identify salient features, so as to avoid sorting features.
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