Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach

20 February 2018

Papers citing "Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach"

26 / 26 papers shown

Title
Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery Jicong Fan Lijun Ding Yudong Chen Madeleine Udell 56 70 0 13 Nov 2019
ISLET: Fast and Optimal Low-rank Tensor Regression via Importance Sketching Anru R. Zhang Yuetian Luo Garvesh Raskutti M. Yuan 162 44 0 09 Nov 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 72 85 0 22 Apr 2019
Matrix Completion has No Spurious Local Minimum Rong Ge Jason D. Lee Tengyu Ma 105 599 0 24 May 2016
Dropping Convexity for Faster Semi-definite Optimization Srinadh Bhojanapalli Anastasios Kyrillidis Sujay Sanghavi 70 173 0 14 Sep 2015
Fast matrix completion without the condition number Moritz Hardt Mary Wootters 102 107 0 15 Jul 2014
Incoherence-Optimal Matrix Completion Yudong Chen 104 205 0 01 Oct 2013
Completing Any Low-rank Matrix, Provably Yudong Chen Srinadh Bhojanapalli Sujay Sanghavi Rachel A. Ward 105 116 0 12 Jun 2013
Sparse PCA: Optimal rates and adaptive estimation Tommaso Cai Zongming Ma Yihong Wu 149 327 0 06 Nov 2012
Truncated Power Method for Sparse Eigenvalue Problems Xiao-Tong Yuan Tong Zhang 127 329 0 12 Dec 2011
Sparse principal component analysis and iterative thresholding Zongming Ma 145 333 0 12 Dec 2011
Low-rank Matrix Recovery from Errors and Erasures Yudong Chen A. Jalali Sujay Sanghavi Constantine Caramanis 107 166 0 03 Apr 2011
Natural Language Processing (almost) from Scratch R. Collobert Jason Weston Léon Bottou Michael Karlen Koray Kavukcuoglu Pavel P. Kuksa 188 7,726 0 02 Mar 2011
Noisy matrix decomposition via convex relaxation: Optimal rates in high dimensions Alekh Agarwal S. Negahban Martin J. Wainwright 225 433 0 23 Feb 2011
Nuclear norm penalization and optimal rates for noisy low rank matrix completion V. Koltchinskii Alexandre B. Tsybakov Karim Lounici 226 663 0 29 Nov 2010
A Unified Framework for High-Dimensional Analysis of M-Estimators with Decomposable Regularizers S. Negahban Pradeep Ravikumar Martin J. Wainwright Bin Yu 474 1,379 0 13 Oct 2010
Restricted strong convexity and weighted matrix completion: Optimal bounds with noise S. Negahban Martin J. Wainwright 199 522 0 10 Sep 2010
Union Support Recovery in Multi-task Learning Mladen Kolar John D. Lafferty Larry A. Wasserman 186 60 0 31 Aug 2010
Oracle Inequalities and Optimal Inference under Group Sparsity Karim Lounici Massimiliano Pontil Alexandre B. Tsybakov Sara van de Geer 287 382 0 11 Jul 2010
Singular vectors under random perturbation V. Vu 193 76 0 12 Apr 2010
Guaranteed Rank Minimization via Singular Value Projection Raghu Meka Prateek Jain Inderjit S. Dhillon 183 553 0 30 Sep 2009
Matrix Completion from Noisy Entries Raghunandan H. Keshavan Andrea Montanari Sewoong Oh 265 719 0 11 Jun 2009
Feature Hashing for Large Scale Multitask Learning Kilian Q. Weinberger A. Dasgupta Josh Attenberg John Langford Alex Smola 119 1,023 0 12 Feb 2009
Matrix Completion from a Few Entries Raghunandan H. Keshavan Andrea Montanari Sewoong Oh 426 1,246 0 20 Jan 2009
High-dimensional analysis of semidefinite relaxations for sparse principal components Arash A. Amini Martin J. Wainwright 156 314 0 27 Mar 2008
Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization Benjamin Recht Maryam Fazel P. Parrilo 416 3,768 0 28 Jun 2007