Outlier Robust and Sparse Estimation of Linear Regression Coefficients

24 August 2022

Papers citing "Outlier Robust and Sparse Estimation of Linear Regression Coefficients"

8 / 8 papers shown

Title
Robust Sparse Regression with Non-Isotropic Designs Chih-Hung Liu Gleb Novikov 29 0 0 31 Oct 2024
Sparse Linear Regression when Noises and Covariates are Heavy-Tailed and Contaminated by Outliers Takeyuki Sasai Hironori Fujisawa 16 0 0 02 Aug 2024
Robust and Tuning-Free Sparse Linear Regression via Square-Root Slope Stanislav Minsker M. Ndaoud Lan Wang 22 8 0 30 Oct 2022
Robust Methods for High-Dimensional Linear Learning Ibrahim Merad Stéphane Gaïffas OOD 31 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 42 95 0 28 Mar 2016
SLOPE is Adaptive to Unknown Sparsity and Asymptotically Minimax Weijie Su Emmanuel Candes 39 144 0 29 Mar 2015
Learning without Concentration for General Loss Functions S. Mendelson 53 65 0 13 Oct 2014
Learning without Concentration S. Mendelson 76 326 0 01 Jan 2014