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Matrix Completion from a Few Entries

Matrix Completion from a Few Entries

20 January 2009
Raghunandan H. Keshavan
Andrea Montanari
Sewoong Oh
ArXivPDFHTML

Papers citing "Matrix Completion from a Few Entries"

50 / 166 papers shown
Title
A Riemannian gossip approach to decentralized matrix completion
A Riemannian gossip approach to decentralized matrix completion
Bamdev Mishra
Hiroyuki Kasai
Atul Saroop
31
3
0
23 May 2016
Depth Image Inpainting: Improving Low Rank Matrix Completion with Low
  Gradient Regularization
Depth Image Inpainting: Improving Low Rank Matrix Completion with Low Gradient Regularization
Hongyang Xue
Shengming Zhang
Deng Cai
18
117
0
20 Apr 2016
Hankel Matrix Nuclear Norm Regularized Tensor Completion for
  $N$-dimensional Exponential Signals
Hankel Matrix Nuclear Norm Regularized Tensor Completion for NNN-dimensional Exponential Signals
Jiaxi Ying
Hengfa Lu
Qingtao Wei
Jian-Feng Cai
D. Guo
Jihui Wu
Zhong Chen
X. Qu
18
97
0
06 Apr 2016
Unified View of Matrix Completion under General Structural Constraints
Unified View of Matrix Completion under General Structural Constraints
Suriya Gunasekar
A. Banerjee
Joydeep Ghosh
22
11
0
29 Mar 2016
Median-Truncated Nonconvex Approach for Phase Retrieval with Outliers
Median-Truncated Nonconvex Approach for Phase Retrieval with Outliers
Huishuai Zhang
Yuejie Chi
Yingbin Liang
24
55
0
11 Mar 2016
Gradient Descent Converges to Minimizers
Gradient Descent Converges to Minimizers
Jason D. Lee
Max Simchowitz
Michael I. Jordan
Benjamin Recht
32
212
0
16 Feb 2016
Optimal Estimation and Completion of Matrices with Biclustering
  Structures
Optimal Estimation and Completion of Matrices with Biclustering Structures
Chao Gao
Yu Lu
Zongming Ma
Harrison H. Zhou
29
63
0
01 Dec 2015
When Are Nonconvex Problems Not Scary?
When Are Nonconvex Problems Not Scary?
Ju Sun
Qing Qu
John N. Wright
24
166
0
21 Oct 2015
Boolean Matrix Factorization and Noisy Completion via Message Passing
Boolean Matrix Factorization and Noisy Completion via Message Passing
Siamak Ravanbakhsh
Barnabás Póczós
Russell Greiner
21
41
0
28 Sep 2015
Dropping Convexity for Faster Semi-definite Optimization
Dropping Convexity for Faster Semi-definite Optimization
Srinadh Bhojanapalli
Anastasios Kyrillidis
Sujay Sanghavi
27
172
0
14 Sep 2015
Optimal Rates of Convergence for Noisy Sparse Phase Retrieval via
  Thresholded Wirtinger Flow
Optimal Rates of Convergence for Noisy Sparse Phase Retrieval via Thresholded Wirtinger Flow
T. Tony Cai
Xiaodong Li
Zongming Ma
29
232
0
10 Jun 2015
Low-Rank Matrix Recovery from Row-and-Column Affine Measurements
Low-Rank Matrix Recovery from Row-and-Column Affine Measurements
A. Wagner
O. Zuk
20
8
0
23 May 2015
Provably Correct Algorithms for Matrix Column Subset Selection with
  Selectively Sampled Data
Provably Correct Algorithms for Matrix Column Subset Selection with Selectively Sampled Data
Yining Wang
Aarti Singh
19
22
0
17 May 2015
Blind Compressive Sensing Framework for Collaborative Filtering
Blind Compressive Sensing Framework for Collaborative Filtering
Anupriya Gogna
A. Majumdar
24
6
0
07 May 2015
Fast Differentially Private Matrix Factorization
Fast Differentially Private Matrix Factorization
Ziqi Liu
Yu Wang
Alex Smola
FedML
51
124
0
06 May 2015
Spectral MLE: Top-$K$ Rank Aggregation from Pairwise Comparisons
Spectral MLE: Top-KKK Rank Aggregation from Pairwise Comparisons
Yuxin Chen
Changho Suh
22
134
0
27 Apr 2015
Complete Dictionary Recovery over the Sphere
Complete Dictionary Recovery over the Sphere
Ju Sun
Qing Qu
John N. Wright
33
202
0
26 Apr 2015
Matrix Completion with Noisy Entries and Outliers
Matrix Completion with Noisy Entries and Outliers
Raymond K. W. Wong
Thomas C. M. Lee
39
35
0
01 Mar 2015
1-Bit Matrix Completion under Exact Low-Rank Constraint
1-Bit Matrix Completion under Exact Low-Rank Constraint
S. Bhaskar
Adel Javanmard
46
50
0
24 Feb 2015
A New Sampling Technique for Tensors
A New Sampling Technique for Tensors
Srinadh Bhojanapalli
Sujay Sanghavi
34
35
0
17 Feb 2015
Reconstruction in the Labeled Stochastic Block Model
Reconstruction in the Labeled Stochastic Block Model
Marc Lelarge
Laurent Massoulié
Jiaming Xu
37
39
0
11 Feb 2015
Matrix completion by singular value thresholding: sharp bounds
Matrix completion by singular value thresholding: sharp bounds
Olga Klopp
44
40
0
31 Jan 2015
Noisy Tensor Completion via the Sum-of-Squares Hierarchy
Noisy Tensor Completion via the Sum-of-Squares Hierarchy
Boaz Barak
Ankur Moitra
69
41
0
26 Jan 2015
Two convergence results for an alternation maximization procedure
Two convergence results for an alternation maximization procedure
A. Andresen
V. Spokoiny
47
2
0
07 Jan 2015
Adjusting Leverage Scores by Row Weighting: A Practical Approach to
  Coherent Matrix Completion
Adjusting Leverage Scores by Row Weighting: A Practical Approach to Coherent Matrix Completion
Shusen Wang
Tong Zhang
Zhihua Zhang
29
3
0
26 Dec 2014
Guaranteed Matrix Completion via Non-convex Factorization
Guaranteed Matrix Completion via Non-convex Factorization
Ruoyu Sun
Zhi-Quan Luo
40
451
0
28 Nov 2014
CUR Algorithm for Partially Observed Matrices
CUR Algorithm for Partially Observed Matrices
Miao Xu
Rong Jin
Zhi-Hua Zhou
52
34
0
04 Nov 2014
Tighter Low-rank Approximation via Sampling the Leveraged Element
Tighter Low-rank Approximation via Sampling the Leveraged Element
Srinadh Bhojanapalli
Prateek Jain
Sujay Sanghavi
29
37
0
14 Oct 2014
Individualized Rank Aggregation using Nuclear Norm Regularization
Individualized Rank Aggregation using Nuclear Norm Regularization
Yu Lu
S. Negahban
31
44
0
03 Oct 2014
Structured Low-Rank Matrix Factorization with Missing and Grossly
  Corrupted Observations
Structured Low-Rank Matrix Factorization with Missing and Grossly Corrupted Observations
Fanhua Shang
Yuanyuan Liu
Hanghang Tong
James Cheng
Hong Cheng
20
3
0
03 Sep 2014
Matrix Completion under Interval Uncertainty
Matrix Completion under Interval Uncertainty
Jakub Mareˇcek
Peter Richtárik
Martin Takáč
48
19
0
11 Aug 2014
Statistical guarantees for the EM algorithm: From population to
  sample-based analysis
Statistical guarantees for the EM algorithm: From population to sample-based analysis
Sivaraman Balakrishnan
Martin J. Wainwright
Bin Yu
65
475
0
09 Aug 2014
Guess Who Rated This Movie: Identifying Users Through Subspace
  Clustering
Guess Who Rated This Movie: Identifying Users Through Subspace Clustering
Amy Zhang
N. Fawaz
Stratis Ioannidis
Andrea Montanari
47
67
0
09 Aug 2014
Fast matrix completion without the condition number
Fast matrix completion without the condition number
Moritz Hardt
Mary Wootters
45
107
0
15 Jul 2014
Fast, Robust and Non-convex Subspace Recovery
Fast, Robust and Non-convex Subspace Recovery
Gilad Lerman
Tyler Maunu
41
77
0
24 Jun 2014
Provable Tensor Factorization with Missing Data
Provable Tensor Factorization with Missing Data
Prateek Jain
Sewoong Oh
38
195
0
11 Jun 2014
Estimation in high dimensions: a geometric perspective
Estimation in high dimensions: a geometric perspective
Roman Vershynin
33
132
0
20 May 2014
A general decision framework for structuring computation using Data
  Directional Scaling to process massive similarity matrices
A general decision framework for structuring computation using Data Directional Scaling to process massive similarity matrices
Daniel J. Lawson
N. Adams
46
4
0
17 Mar 2014
Universal Matrix Completion
Universal Matrix Completion
Srinadh Bhojanapalli
Prateek Jain
44
102
0
10 Feb 2014
Near-Optimal Joint Object Matching via Convex Relaxation
Near-Optimal Joint Object Matching via Convex Relaxation
Yuxin Chen
Leonidas J. Guibas
Qi-Xing Huang
39
141
0
06 Feb 2014
Phase transitions and sample complexity in Bayes-optimal matrix
  factorization
Phase transitions and sample complexity in Bayes-optimal matrix factorization
Y. Kabashima
Florent Krzakala
M. Mézard
A. Sakata
Lenka Zdeborová
68
106
0
06 Feb 2014
Understanding Alternating Minimization for Matrix Completion
Understanding Alternating Minimization for Matrix Completion
Moritz Hardt
43
258
0
03 Dec 2013
OptShrink: An algorithm for improved low-rank signal matrix denoising by
  optimal, data-driven singular value shrinkage
OptShrink: An algorithm for improved low-rank signal matrix denoising by optimal, data-driven singular value shrinkage
R. Nadakuditi
51
162
0
25 Jun 2013
Completing Any Low-rank Matrix, Provably
Completing Any Low-rank Matrix, Provably
Yudong Chen
Srinadh Bhojanapalli
Sujay Sanghavi
Rachel A. Ward
58
116
0
12 Jun 2013
Provable Inductive Matrix Completion
Provable Inductive Matrix Completion
Prateek Jain
Inderjit S. Dhillon
46
171
0
04 Jun 2013
Phase Retrieval using Alternating Minimization
Phase Retrieval using Alternating Minimization
Praneeth Netrapalli
Prateek Jain
Sujay Sanghavi
55
632
0
02 Jun 2013
Matrix estimation by Universal Singular Value Thresholding
Matrix estimation by Universal Singular Value Thresholding
S. Chatterjee
80
520
0
06 Dec 2012
Low-rank Matrix Completion using Alternating Minimization
Low-rank Matrix Completion using Alternating Minimization
Prateek Jain
Praneeth Netrapalli
Sujay Sanghavi
70
1,066
0
03 Dec 2012
The Algebraic Combinatorial Approach for Low-Rank Matrix Completion
The Algebraic Combinatorial Approach for Low-Rank Matrix Completion
Franz J. Király
Louis Theran
Ryota Tomioka
54
110
0
17 Nov 2012
On unified view of nullspace-type conditions for recoveries associated
  with general sparsity structures
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
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