Robust Matrix Completion with Heavy-tailed Noise

9 June 2022

Papers citing "Robust Matrix Completion with Heavy-tailed Noise"

21 / 21 papers shown

Title
Spectral Methods for Data Science: A Statistical Perspective Yuxin Chen Yuejie Chi Jianqing Fan Cong Ma 138 173 0 15 Dec 2020
Bridging Convex and Nonconvex Optimization in Robust PCA: Noise, Outliers, and Missing Data Yuxin Chen Jianqing Fan Cong Ma Yuling Yan 78 52 0 15 Jan 2020
Statistical Inferences of Linear Forms for Noisy Matrix Completion Dong Xia M. Yuan 90 41 0 31 Aug 2019
Low-rank matrix recovery with composite optimization: good conditioning and rapid convergence Vasileios Charisopoulos Yudong Chen Damek Davis Mateo Díaz Lijun Ding Dmitriy Drusvyatskiy 83 85 0 22 Apr 2019
Noisy Matrix Completion: Understanding Statistical Guarantees for Convex Relaxation via Nonconvex Optimization Yuxin Chen Yuejie Chi Jianqing Fan Cong Ma Yuling Yan 72 128 0 20 Feb 2019
Nonconvex Optimization Meets Low-Rank Matrix Factorization: An Overview Yuejie Chi Yue M. Lu Yuxin Chen 69 427 0 25 Sep 2018
Adaptive Huber Regression Qiang Sun Wen-Xin Zhou Jianqing Fan 168 281 0 21 Jun 2017
Sub-Gaussian estimators of the mean of a random matrix with heavy-tailed entries Stanislav Minsker 86 103 0 23 May 2016
Convergence Analysis for Rectangular Matrix Completion Using Burer-Monteiro Factorization and Gradient Descent Qinqing Zheng John D. Lafferty 95 160 0 23 May 2016
Matrix Completion with Noisy Entries and Outliers Raymond K. W. Wong Thomas C. M. Lee 74 36 0 01 Mar 2015
An Introduction to Matrix Concentration Inequalities J. Tropp 178 1,155 0 07 Jan 2015
Statistical consistency and asymptotic normality for high-dimensional robust M-estimators Po-Ling Loh 121 195 0 01 Jan 2015
Robust Matrix Completion Olga Klopp Karim Lounici Alexandre B. Tsybakov 99 124 0 28 Dec 2014
Fast matrix completion without the condition number Moritz Hardt Mary Wootters 109 108 0 15 Jul 2014
Incoherence-Optimal Matrix Completion Yudong Chen 115 206 0 01 Oct 2013
Low-rank Matrix Completion using Alternating Minimization Prateek Jain Praneeth Netrapalli Sujay Sanghavi 224 1,068 0 03 Dec 2012
Noisy low-rank matrix completion with general sampling distribution Olga Klopp 136 206 0 01 Mar 2012
Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions Alekh Agarwal S. Negahban Martin J. Wainwright 244 433 0 23 Feb 2011
Nuclear norm penalization and optimal rates for noisy low rank matrix completion V. Koltchinskii Alexandre B. Tsybakov Karim Lounici 234 664 0 29 Nov 2010
Restricted strong convexity and weighted matrix completion: Optimal bounds with noise S. Negahban Martin J. Wainwright 219 522 0 10 Sep 2010
Matrix Completion from a Few Entries Raghunandan H. Keshavan Andrea Montanari Sewoong Oh 451 1,248 0 20 Jan 2009