Rank-Sparsity Incoherence for Matrix Decomposition

11 June 2009

Sujay Sanghavi

Papers citing "Rank-Sparsity Incoherence for Matrix Decomposition"

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Title
The Emergence of Organizing Structure in Conceptual Representation Brenden M. Lake Neil D. Lawrence J. Tenenbaum AI4CE 27 17 0 28 Nov 2016
Robust and Scalable Column/Row Sampling from Corrupted Big Data M. Rahmani George Atia 18 9 0 18 Nov 2016
Low-rank and Adaptive Sparse Signal (LASSI) Models for Highly Accelerated Dynamic Imaging S. Ravishankar Brian E. Moore R. Nadakuditi Jeffrey A. Fessler 25 69 0 13 Nov 2016
Learning from Untrusted Data Moses Charikar Jacob Steinhardt Gregory Valiant FedML OOD 21 292 0 07 Nov 2016
The Projected Power Method: An Efficient Algorithm for Joint Alignment from Pairwise Differences Yuxin Chen Emmanuel Candes 40 92 0 19 Sep 2016
Coherence Pursuit: Fast, Simple, and Robust Principal Component Analysis M. Rahmani George Atia 35 134 0 15 Sep 2016
Functional Data Analysis by Matrix Completion Marie-Hélène Descary V. Panaretos 15 30 0 03 Sep 2016
Correlated-PCA: Principal Components' Analysis when Data and Noise are Correlated Namrata Vaswani Han Guo 28 25 0 15 Aug 2016
Fast Algorithms for Demixing Sparse Signals from Nonlinear Observations Mohammadreza Soltani C. Hegde 27 29 0 03 Aug 2016
Nearly-optimal Robust Matrix Completion Yeshwanth Cherapanamjeri Kartik Gupta Prateek Jain 41 100 0 23 Jun 2016
Low-rank Optimization with Convex Constraints Christian Grussler Anders Rantzer Pontus Giselsson 9 52 0 06 Jun 2016
Fast Algorithms for Robust PCA via Gradient Descent Xinyang Yi Dohyung Park Yudong Chen C. Caramanis 24 266 0 25 May 2016
Improved Sparse Low-Rank Matrix Estimation Ankit Parekh I. Selesnick 72 46 0 29 Apr 2016
Agnostic Estimation of Mean and Covariance Kevin A. Lai Anup B. Rao Santosh Vempala 25 344 0 24 Apr 2016
How Does the Low-Rank Matrix Decomposition Help Internal and External Learnings for Super-Resolution Shuang Wang Bo Yue Xuefeng Liang Peiyuan Ji L. Jiao SupR 42 7 0 06 Apr 2016
Robust Low-Rank Matrix Estimation A. Elsener Sara van de Geer 27 44 0 30 Mar 2016
Community Recovery in Graphs with Locality Yuxin Chen G. Kamath Changho Suh David Tse 22 31 0 11 Feb 2016
Interpreting Latent Variables in Factor Models via Convex Optimization Armeen Taeb V. Chandrasekaran 19 9 0 04 Jan 2016
Latent variable model selection for Gaussian conditional random fields Benjamin Frot L. Jostins G. McVean CML 24 10 0 20 Dec 2015
Pseudo-Bayesian Robust PCA: Algorithms and Analyses Tae-Hyun Oh Y. Matsushita In So Kweon David Wipf 13 1 0 07 Dec 2015
Universality laws for randomized dimension reduction, with applications Samet Oymak J. Tropp 52 109 0 30 Nov 2015
Regularization and Bayesian Learning in Dynamical Systems: Past, Present and Future A. Chiuso 38 56 0 04 Nov 2015
Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset T. Bouwmans A. Sobral S. Javed Soon Ki Jung E. Zahzah 39 330 0 04 Nov 2015
Tensor vs Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations Anima Anandkumar Prateek Jain Yang Shi U. Niranjan 14 83 0 15 Oct 2015
$On the Complexity of Robust PCA and $\ell_1$-norm Low-Rank Matrix Approximation$ On the Complexity of Robust PCA and $\ell_1$ -norm Low-Rank Matrix Approximation Nicolas Gillis S. Vavasis OOD 20 80 0 30 Sep 2015
Robust Reduced Rank Regression Yiyuan She Kun Chen 27 58 0 14 Sep 2015
Fast low-rank estimation by projected gradient descent: General statistical and algorithmic guarantees Yudong Chen Martin J. Wainwright 28 317 0 10 Sep 2015
Value function approximation via low-rank models H. Ong OffRL 44 20 0 31 Aug 2015
Joint community and anomaly tracking in dynamic networks Brian Baingana G. Giannakis 21 30 0 25 Jun 2015
Randomized Robust Subspace Recovery for High Dimensional Data Matrices M. Rahmani George Atia 30 57 0 21 May 2015
Information Recovery from Pairwise Measurements Yuxin Chen Changho Suh Andrea J. Goldsmith 39 4 0 06 Apr 2015
Decentralized learning for wireless communications and networking G. Giannakis Qing Ling Gonzalo Mateos I. Schizas Hao Zhu 43 88 0 30 Mar 2015
Efficient Online Minimization for Low-Rank Subspace Clustering Jie Shen P. Li Huan Xu 33 2 0 28 Mar 2015
Online Matrix Completion and Online Robust PCA Brian Lois Namrata Vaswani 39 44 0 11 Mar 2015
Multigrid with rough coefficients and Multiresolution operator decomposition from Hierarchical Information Games H. Owhadi 18 168 0 11 Mar 2015
Partial Sum Minimization of Singular Values in Robust PCA: Algorithm and Applications Tae-Hyun Oh Yu-Wing Tai Jean-Charles Bazin Hyeongwoo Kim In So Kweon 34 222 0 04 Mar 2015
Matrix Completion with Noisy Entries and Outliers Raymond K. W. Wong Thomas C. M. Lee 29 35 0 01 Mar 2015
Sparse Multivariate Factor Regression M. Kharratzadeh Mark J. Coates 42 4 0 25 Feb 2015
Asymptotics of Empirical Eigen-structure for Ultra-high Dimensional Spiked Covariance Model Jianqing Fan Weichen Wang 31 42 0 16 Feb 2015
Speeding up Permutation Testing in Neuroimaging Chris Hinrichs V. Ithapu Qinyuan Sun Sterling C. Johnson Vikas Singh 26 6 0 12 Feb 2015
Provable Sparse Tensor Decomposition W. Sun Junwei Lu Han Liu Guang Cheng 38 127 0 05 Feb 2015
High Dimensional Low Rank plus Sparse Matrix Decomposition M. Rahmani George Atia 94 77 0 01 Feb 2015
An Introduction to Matrix Concentration Inequalities J. Tropp 32 1,137 0 07 Jan 2015
Robust Matrix Completion Olga Klopp Karim Lounici Alexandre B. Tsybakov 29 124 0 28 Dec 2014
Adaptive Stochastic Gradient Descent on the Grassmannian for Robust Low-Rank Subspace Recovery and Clustering Jun He Yue Zhang 35 8 0 12 Dec 2014
Relations among Some Low Rank Subspace Recovery Models Hongyang R. Zhang Zhouchen Lin Chao Zhang Junbin Gao 30 29 0 06 Dec 2014
Bayesian group latent factor analysis with structured sparsity Shiwen Zhao Chuan Gao S. Mukherjee Barbara E. Engelhardt CML 25 4 0 11 Nov 2014
Robust sketching for multiple square-root LASSO problems Vu Pham L. Ghaoui Arturo Fernandez 31 17 0 30 Oct 2014
Non-convex Robust PCA Praneeth Netrapalli U. Niranjan Sujay Sanghavi Anima Anandkumar Prateek Jain 50 284 0 28 Oct 2014
Identifying Outliers in Large Matrices via Randomized Adaptive Compressive Sampling Xingguo Li Jarvis Haupt 49 59 0 01 Jul 2014