Efficient Group Lasso Regularized Rank Regression with Simulation-Based Tuning

Meixia Lin, Mengjiao Shi, Yunhai Xiao +1

High-dimensional regression often suffers from heavy-tailed noise and outliers, which can severely undermine the reliability of least-squares based methods. To improve robustness,…