Abstract: Highlights•A regularization norm named robust flexible sparse regularization (RFSR) is designed.•The proposed norm overcomes the limitations of existing norms.•RFSR is introduced into the proposed framework with the global solution.•An efficient optimization method to solve the proposed method is designed.
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