Abstract: Highlights•We propose a simultaneous robust matching pursuit (SRMP) method.•We devise an efficient half-quadratic optimization algorithm for SRMP.•We put forward a SRMP based multi-view subspace clustering approach.•A SRMP based classifier is developed for multi-view pattern classification.
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