Sparse Quantile Huber Regression for Efficient and Robust Estimation

Aleksandr Y. Aravkin, Anju Kambadur, Aurelie C. Lozano +1

We consider new formulations and methods for sparse quantile regression in the high-dimensional setting. Quantile regression plays an important role in many applications, including…