13 citations · 37 across the 4 of their papers we have counts for
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stat.ML2019
Does SLOPE outperform bridge regression?
Shuaiwen Wang, Haolei Weng, Arian Maleki
A recently proposed SLOPE estimator (arXiv:1407.3824) has been shown to adaptively achieve the minimax estimation rate under high-dimensional sparse linear regression mode…
stat.ML2018★ 13 cited
Approximate Leave-One-Out for Fast Parameter Tuning in High Dimensions
Shuaiwen Wang, Wenda Zhou, Haihao Lu +2
Consider the following class of learning schemes: $$\hat{\boldsymbolβ} := \arg\min_{\boldsymbolβ}\;\sum_{j=1}^n \ell(\boldsymbol{x}_j^\top\boldsymbolβ; y_j) + λR(\boldsymbolβ),\qqu…