Robust and sparse estimators for linear regression models

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Robust and sparse estimators for linear regression models

8 August 2015

Ezequiel Smucler

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Papers citing "Robust and sparse estimators for linear regression models"

18 / 18 papers shown

Title
Heavy Lasso: sparse penalized regression under heavy-tailed noise via data-augmented soft-thresholding Tien Mai 15 0 0 09 Jun 2025
Robust variable selection for partially linear additive models Graciela Boente Alejandra Martínez 23 1 0 19 Jan 2024
Robust Elastic Net Estimators for High Dimensional Generalized Linear Models Marina Valdora Claudio Agostinelli OOD 52 0 0 07 Dec 2023
CR-Lasso: Robust cellwise regularized sparse regression Peng Su Garth Tarr Samuel G. Müller Suojin Wang 32 3 0 11 Jul 2023
The Adaptive $τ$ -Lasso: Robustness and Oracle Properties Emadaldin Mozafari-Majd V. Koivunen 45 0 0 18 Apr 2023
Two-Stage Robust and Sparse Distributed Statistical Inference for Large-Scale Data Emadaldin Mozafari-Majd V. Koivunen 67 4 0 17 Aug 2022
Robust Variable Selection under Cellwise Contamination Peng Su Garth Tarr Samuel G. Müller 61 4 0 24 Oct 2021
Robust Variable Selection and Estimation Via Adaptive Elastic Net S-Estimators for Linear Regression D. Kepplinger 33 14 0 07 Jul 2021
An algorithm-based multiple detection influence measure for high dimensional regression using expectile Amadou Barry N. Bhagwat B. Mišić J B Poline C. Greenwood 10 0 0 26 May 2021
Unified Robust Estimation Zhu Wang 18 3 0 06 Oct 2020
On regularization methods based on Rényi's pseudodistances for sparse high-dimensional linear regression models E. Castilla A. Ghosh M. Jaenada Leandro Pardo 99 6 0 31 Jul 2020
Simultaneous Feature Selection and Outlier Detection with Optimality Guarantees Luca Insolia Ana M. Kenney Francesca Chiaromonte G. Felici 52 20 0 12 Jul 2020
Robust adaptive variable selection in ultra-high dimensional linear regression models A. Ghosh M. Jaenada Leandro Pardo 35 7 0 11 Apr 2020
Penalized regression via the restricted bridge estimator B. Yüzbaşı M. Arashi F. Akdeniz 39 10 0 08 Oct 2019
Robust Estimation and Shrinkage in Ultrahigh Dimensional Expectile Regression with Heavy Tails and Variance Heterogeneity Jun Zhao G. Yan Yi Zhang 87 14 0 20 Sep 2019
Scale calibration for high-dimensional robust regression Yu Li 58 27 0 06 Nov 2018
A refined convergence analysis of pDCA $_e$ with applications to simultaneous sparse recovery and outlier detection Tianxiang Liu Ting Kei Pong Akiko Takeda 56 38 0 19 Apr 2018
A New Sparse and Robust Adaptive Lasso Estimator for the Independent Contamination Model Jasin Machkour Michael Muma Bastian Alt A. Zoubir 32 1 0 05 May 2017