Abstract: Highlights•The SRFS method extracts discriminative feature subsets using a novel fusion norm.•The SRFS method effectively overcomes the limitations of LASSO-based and l2,1-norm-based methods.•SRFS explores different multi-label data sets with a flexible and efficient optimization scheme.
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