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Table 2 Comparison of classical component-wise \(L_2\)Boosting with the three proposed extensions: Subspace Boosting (SubBoost), Random Subspace Boosting (RSubBoost) and Adaptive Subspace Boosting (AdaSubBoost)

From: Randomized boosting with multivariable base-learners for high-dimensional variable selection and prediction