Nuclear norm penalization and optimal rates for noisy low rank matrix completion

29 November 2010

Papers citing "Nuclear norm penalization and optimal rates for noisy low rank matrix completion"

15 / 115 papers shown

Title
OptShrink: An algorithm for improved low-rank signal matrix denoising by optimal, data-driven singular value shrinkage R. Nadakuditi 54 162 0 25 Jun 2013
Matrix Completion via Max-Norm Constrained Optimization T. Tony Cai Wenxin Zhou 44 111 0 02 Mar 2013
Matrix estimation by Universal Singular Value Thresholding S. Chatterjee 86 520 0 06 Dec 2012
Calibrated Elastic Regularization in Matrix Completion Tingni Sun Cun-Hui Zhang 48 23 0 09 Nov 2012
On unified view of nullspace-type conditions for recoveries associated with general sparsity structures A. Juditsky Fatma Kılınç Karzan A. Nemirovski 74 13 0 04 Jul 2012
Estimation of Simultaneously Sparse and Low Rank Matrices E. Richard Pierre-André Savalle Nicolas Vayatis 47 203 0 27 Jun 2012
Low Rank Estimation of Similarities on Graphs V. Koltchinskii P. Rangel 46 5 0 09 May 2012
Weakly decomposable regularization penalties and structured sparsity Sara van de Geer 87 63 0 21 Apr 2012
Noisy low-rank matrix completion with general sampling distribution Olga Klopp 60 203 0 01 Mar 2012
High-dimensional covariance matrix estimation with missing observations Karim Lounici 95 182 0 12 Jan 2012
Sparse Estimation by Exponential Weighting Philippe Rigollet Alexandre B. Tsybakov 88 121 0 25 Aug 2011
A pseudo-RIP for multivariate regression Christophe Giraud 51 2 0 28 Jun 2011
Universal low-rank matrix recovery from Pauli measurements Yi-Kai Liu 65 127 0 14 Mar 2011
Concentration-Based Guarantees for Low-Rank Matrix Reconstruction Rina Foygel Nathan Srebro 55 74 0 18 Feb 2011
Sharp oracle inequalities for the prediction of a high-dimensional matrix Stéphane Gaïffas Guillaume Lecué 65 27 0 28 Aug 2010