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The task of estimating a matrix given a sample of observed entries is known as the \emph{matrix completion problem}.
Probability in Banach spaces
M. Ledoux and M. Talagrand · 1991
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Matrix analysis
R. Bhatia · 1997
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About the constants in Talagrand’s concentration inequalities for empirical processes
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Matrix rank minimization with applications
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Matrix factorization techniques for recommender systems
Y. Koren, R. Bell, and C. Volinsky · 2009
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Introduction to nonparametric estimation
A. B. Tsybakov · 2009
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A singular value thresholding algorithm for matrix completion
J-F. Cai, E. J. Candès, and Z. Shen · 2010
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Matrix completion with noise
E. J. Candès and Y. Plan · 2010
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Robust video denoising using low rank matrix completion
J. Hui, L. Chaoqiang, S. Zuowei, and X. Yuhong · 2010
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Matrix completion from noisy entries
R. H. Keshavan, A. Montanari, and S. Oh · 2010
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Spectral regularization algorithms for learning large incomplete matrices
R. Mazumder, T. Hastie, and R. Tibshirani · 2010
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Learning with the weighted trace-norm under arbitrary sampling distributions
R. Foygel, R. Salakhutdinov, O. Shamir, and N. Srebro · 2011
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D. Gross · 2011
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O. Klopp · 2011
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Nuclear-norm penalization and optimal rates for noisy low-rank matrix completion
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M. A. Davenport, Y. Plan, E. van den Berg, and M. Wootters · 2012
Recommender systems survey
J. Bobadilla, F. Ortega, A. Hernando, and A. Gutiérrez · 2013
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Matrix completion via max-norm constrained optimization
T. T. Cai and W-X. Zhou · 2013
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A max-norm constrained minimization approach to 1-bit matrix completion
T. T. Cai and W-X. Zhou · 2013
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Matrix computations
G. H. Golub and C. F. van Loan · 2013
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Tensor Completion for Estimating Missing Values in Visual Data
L. Ji, P. Musialski, P. Wonka, and Y. Jieping · 2013
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Seismic data reconstruction via matrix completion
Y. Yang, J. Ma, and S. Osher · 2013
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Lifted coordinate descent for learning with trace-norm regularization
M. Dudík, Z. Harchaoui, and J. Malick · 2012
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Restricted strong convexity and weighted matrix completion: optimal bounds with noise
S. Negahban and M. J. Wainwright · 2012
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User-friendly tail bounds for sums of random matrices
J. A. Tropp · 2012
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Exponential family matrix completion under structural constraints
S. Gunasekar, P. Ravikumar, and J. Ghosh · 2014
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Noisy low-rank matrix completion with general sampling distribution
O. Klopp · 2014
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Linear Total Variation Approximate Regularized Nuclear Norm Optimization for Matrix Completion
H. Xu, W. Jiasong, W. Lu, C. Yang, L. Senhadji, and H. Shu · 2014
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