Abstract: Highlights•Label enhancement and elastic-net regularization are integrated into the BLS framework.•Two efficient optimization algorithms are devised to address our models.•Theoretical analysis support the convergence and efficiency of the optimization.•Experimental results confirm the superiority of our proposed methods.
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