Noisy low-rank matrix completion with general sampling distribution

1 March 2012

Papers citing "Noisy low-rank matrix completion with general sampling distribution"

50 / 102 papers shown

Title
On the convex geometry of blind deconvolution and matrix completion Felix Krahmer Dominik Stöger 8 18 0 28 Feb 2019
Maximum Likelihood Estimation of Sparse Networks with Missing Observations Solenne Gaucher Olga Klopp 35 13 0 27 Feb 2019
Matrix denoising for weighted loss functions and heterogeneous signals W. Leeb 14 25 0 25 Feb 2019
Noisy Matrix Completion: Understanding Statistical Guarantees for Convex Relaxation via Nonconvex Optimization Yuxin Chen Yuejie Chi Jianqing Fan Cong Ma Yuling Yan 4 128 0 20 Feb 2019
Low-rank Interaction with Sparse Additive Effects Model for Large Data Frames Geneviève Robin Hoi-To Wai Julie Josse Olga Klopp Eric Moulines OffRL 11 6 0 20 Dec 2018
Matrix Completion under Low-Rank Missing Mechanism Xiaojun Mao Raymond K. W. Wong Songxi Chen 9 15 0 19 Dec 2018
Spectral thresholding for the estimation of Markov chain transition operators Matthias Loffler A. Picard 11 6 0 24 Aug 2018
Collective Matrix Completion Mokhtar Z. Alaya Olga Klopp 4 11 0 24 Jul 2018
Exponential weights in multivariate regression and a low-rankness favoring prior A. Dalalyan 21 16 0 25 Jun 2018
Matrix Completion with Nonconvex Regularization: Spectral Operators and Scalable Algorithms Rahul Mazumder Diego Saldana Haolei Weng 23 13 0 24 Jan 2018
Statistically Optimal and Computationally Efficient Low Rank Tensor Completion from Noisy Entries Dong Xia M. Yuan Cun-Hui Zhang 17 64 0 14 Nov 2017
Matrix Completion Methods for Causal Panel Data Models Susan Athey Mohsen Bayati Nikolay Doudchenko Guido Imbens Khashayar Khosravi 30 412 0 27 Oct 2017
Sequential Matrix Completion A. Marsden S. Bacallado 11 2 0 23 Oct 2017
Optimal prediction in the linearly transformed spiked model Edgar Dobriban W. Leeb A. Singer 21 20 0 07 Sep 2017
Low Permutation-rank Matrices: Structural Properties and Noisy Completion Nihar B. Shah Sivaraman Balakrishnan Martin J. Wainwright 16 18 0 01 Sep 2017
Structured Matrix Estimation and Completion Olga Klopp Yu Lu Alexandre B. Tsybakov Harrison H. Zhou 15 20 0 07 Jul 2017
Concentration of tempered posteriors and of their variational approximations Pierre Alquier James Ridgway 12 120 0 28 Jun 2017
Multi-sample Estimation of Bacterial Composition Matrix in Metagenomics Data Yuanpei Cao Anru R. Zhang Hongzhe Li 8 11 0 07 Jun 2017
Denoising Linear Models with Permuted Data A. Pananjady Martin J. Wainwright T. Courtade 19 73 0 24 Apr 2017
Constructing confidence sets for the matrix completion problem Alexandra Carpentier Olga Klopp Matthias Loffler 18 6 0 10 Apr 2017
Estimation bounds and sharp oracle inequalities of regularized procedures with Lipschitz loss functions Pierre Alquier V. Cottet Guillaume Lecué 16 59 0 05 Feb 2017
A Universal Variance Reduction-Based Catalyst for Nonconvex Low-Rank Matrix Recovery Lingxiao Wang Xiao Zhang Quanquan Gu 19 11 0 09 Jan 2017
On the Exponentially Weighted Aggregate with the Laplace Prior A. Dalalyan Edwin Grappin Q. Paris 21 19 0 25 Nov 2016
Dynamic matrix recovery from incomplete observations under an exact low-rank constraint Liangbei Xu Mark A. Davenport 15 26 0 28 Oct 2016
A Unified Computational and Statistical Framework for Nonconvex Low-Rank Matrix Estimation Lingxiao Wang Xiao Zhang Quanquan Gu 14 80 0 17 Oct 2016
Max-Norm Optimization for Robust Matrix Recovery Ethan X. Fang Han Liu Kim-Chuan Toh Wen-Xin Zhou 8 34 0 24 Sep 2016
Regularization and the small-ball method II: complexity dependent error rates Guillaume Lecué S. Mendelson 19 38 0 27 Aug 2016
Adaptive confidence sets for matrix completion Alexandra Carpentier Olga Klopp Matthias Loffler Richard Nickl 25 26 0 17 Aug 2016
Estimation of low rank density matrices: bounds in Schatten norms and other distances Dong Xia V. Koltchinskii 17 17 0 15 Apr 2016
Robust Low-Rank Matrix Estimation A. Elsener Sara van de Geer 11 46 0 30 Mar 2016
Unified View of Matrix Completion under General Structural Constraints Suriya Gunasekar A. Banerjee Joydeep Ghosh 14 11 0 29 Mar 2016
Optimal large-scale quantum state tomography with Pauli measurements Tony Cai Donggyu Kim Yazhen Wang M. Yuan Harrison H. Zhou 12 28 0 24 Mar 2016
On the Online Frank-Wolfe Algorithms for Convex and Non-convex Optimizations Jean Lafond Hoi-To Wai Eric Moulines 27 32 0 05 Oct 2015
Minimax Lower Bounds for Noisy Matrix Completion Under Sparse Factor Models Abhinav V. Sambasivan Jarvis D. Haupt 14 10 0 02 Oct 2015
Sharp Oracle Inequalities for Square Root Regularization Benjamin Stucky Sara van de Geer 19 33 0 14 Sep 2015
Estimation of matrices with row sparsity Olga Klopp Alexandre B. Tsybakov 19 8 0 01 Sep 2015
Relative Error Bound Analysis for Nuclear Norm Regularized Matrix Completion Lijun Zhang Tianbao Yang R. L. Jin Zhi-Hua Zhou 16 5 0 26 Apr 2015
Low Rank Matrix Completion with Exponential Family Noise Jean Lafond 28 44 0 24 Feb 2015
Matrix completion by singular value thresholding: sharp bounds Olga Klopp 28 40 0 31 Jan 2015
Robust Matrix Completion Olga Klopp Karim Lounici Alexandre B. Tsybakov 21 123 0 28 Dec 2014
Probabilistic low-rank matrix completion on finite alphabets Jean Lafond Olga Klopp Eric Moulines Joseph Salmon 34 37 0 08 Dec 2014
Adaptive Multinomial Matrix Completion Olga Klopp Jean Lafond Eric Moulines Joseph Salmon 32 40 0 26 Aug 2014
A Bayesian Approach for Noisy Matrix Completion: Optimal Rate under General Sampling Distribution The Tien Mai Pierre Alquier 47 54 0 25 Aug 2014
Convex Optimization Learning of Faithful Euclidean Distance Representations in Nonlinear Dimensionality Reduction Chao Ding H. Qi 38 24 0 22 Jun 2014
Optimal Schatten-q and Ky-Fan-k Norm Rate of Low Rank Matrix Estimation Dong Xia 42 9 0 25 Mar 2014
Asymptotic equivalence of quantum state tomography and noisy matrix completion Yazhen Wang 41 26 0 20 Nov 2013
A Max-Norm Constrained Minimization Approach to 1-Bit Matrix Completion Tony Cai Wen-Xin Zhou 33 131 0 24 Sep 2013
Matrix Completion via Max-Norm Constrained Optimization T. Tony Cai Wenxin Zhou 31 112 0 02 Mar 2013
Non-asymptotic approach to varying coefficient model Olga Klopp Marianna Pensky 46 1 0 14 Nov 2012
A Rank-Corrected Procedure for Matrix Completion with Fixed Basis Coefficients Weimin Miao S. Pan Defeng Sun 42 44 0 13 Oct 2012