Abstract: Highlights•A robust feature selection method based on reconstruction and variance is proposed.•Designing boolean weight to fundamentally eliminate outliers.•Designing an algorithm to solve ℓ2,0-norm constrained problem of feature selection.•Our algorithm has significant advantages in practical applications.
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