Outlier-robust sparse/low-rank least-squares regression and robust matrix completion

12 December 2020

Papers citing "Outlier-robust sparse/low-rank least-squares regression and robust matrix completion"

19 / 19 papers shown

Title
Out-of-sample error estimate for robust M-estimators with convex penalty Pierre C. Bellec 43 17 0 26 Aug 2020
A spectral algorithm for robust regression with subgaussian rates Jules Depersin 35 14 0 12 Jul 2020
Globally-convergent Iteratively Reweighted Least Squares for Robust Regression Problems B. Mukhoty G. Gopakumar Prateek Jain Purushottam Kar 33 30 0 25 Jun 2020
Model Repair: Robust Recovery of Over-Parameterized Statistical Models Chao Gao John D. Lafferty 24 6 0 20 May 2020
ERM and RERM are optimal estimators for regression problems when malicious outliers corrupt the labels Chinot Geoffrey 34 13 0 24 Oct 2019
Mean estimation and regression under heavy-tailed distributions--a survey Gabor Lugosi S. Mendelson 71 241 0 10 Jun 2019
$Outlier-robust estimation of a sparse linear model using $\ell_1$-penalized Huber's $M$-estimator$ Outlier-robust estimation of a sparse linear model using $\ell_1$ -penalized Huber's $M$ -estimator A. Dalalyan Philip Thompson 33 67 0 12 Apr 2019
Sever: A Robust Meta-Algorithm for Stochastic Optimization Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Jacob Steinhardt Alistair Stewart 42 289 0 07 Mar 2018
Corrupted Sensing: Novel Guarantees for Separating Structured Signals Rina Foygel Lester W. Mackey 65 117 0 11 May 2013
Matrix Completion via Max-Norm Constrained Optimization T. Tony Cai Wenxin Zhou 66 112 0 02 Mar 2013
Noisy low-rank matrix completion with general sampling distribution Olga Klopp 68 205 0 01 Mar 2012
Rank penalized estimators for high-dimensional matrices Olga Klopp 60 50 0 07 Apr 2011
Low-rank Matrix Recovery from Errors and Erasures Yudong Chen A. Jalali Sujay Sanghavi Constantine Caramanis 72 166 0 03 Apr 2011
Exact recoverability from dense corrupted observations via $L_1$ minimization Nam H. Nguyen T. Tran 64 117 0 07 Feb 2011
Nuclear norm penalization and optimal rates for noisy low rank matrix completion V. Koltchinskii Alexandre B. Tsybakov Karim Lounici 85 663 0 29 Nov 2010
Robust PCA via Outlier Pursuit Huan Xu Constantine Caramanis Sujay Sanghavi 67 766 0 20 Oct 2010
A Unified Framework for High-Dimensional Analysis of M-Estimators with Decomposable Regularizers S. Negahban Pradeep Ravikumar Martin J. Wainwright Bin Yu 156 1,377 0 13 Oct 2010
Restricted strong convexity and weighted matrix completion: Optimal bounds with noise S. Negahban Martin J. Wainwright 103 521 0 10 Sep 2010
On the conditions used to prove oracle results for the Lasso Sara van de Geer Peter Buhlmann 144 729 0 05 Oct 2009