Trans-RR improves asymptotic estimation error in moderate-dimensional ridge-regularized robust regression by transferring a source-study estimator and applying a target-study correction.
39 Using the results of Theorem S.1 we have E |∥bδ−δ 0∥2 − ∥eδi −δ 0∥2|2 = O polyLog(n) n2−2α = o(n−1), provided thatα <1/2
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Transfer Learning for Moderate-Dimensional Ridge-Regularized Robust Linear Regression
Trans-RR improves asymptotic estimation error in moderate-dimensional ridge-regularized robust regression by transferring a source-study estimator and applying a target-study correction.