Robust and Sparse Estimation of Linear Regression Coefficients with Heavy-tailed Noises and Covariates

15 June 2022

Papers citing "Robust and Sparse Estimation of Linear Regression Coefficients with Heavy-tailed Noises and Covariates"

6 / 6 papers shown

Title
Robust Sparse Regression with Non-Isotropic Designs Chih-Hung Liu Gleb Novikov 36 2 0 31 Oct 2024
High-dimensional robust regression under heavy-tailed data: Asymptotics and Universality Sining Chen Leonardo Defilippis Bruno Loureiro G. Sicuro 16 10 0 28 Sep 2023
Outlier Robust and Sparse Estimation of Linear Regression Coefficients Takeyuki Sasai Hironori Fujisawa 27 4 0 24 Aug 2022
Robust Methods for High-Dimensional Linear Learning Ibrahim Merad Stéphane Gaïffas OOD 43 3 0 10 Aug 2022
A Shrinkage Principle for Heavy-Tailed Data: High-Dimensional Robust Low-Rank Matrix Recovery Jianqing Fan Weichen Wang Ziwei Zhu 49 96 0 28 Mar 2016
SLOPE is Adaptive to Unknown Sparsity and Asymptotically Minimax Weijie Su Emmanuel Candes 65 145 0 29 Mar 2015