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Keyword

matrix completion

Description: A statistical and computational task of estimating missing entries in a partially observed matrix, often using low-rank structure.
Wikidata ID: wiki/Q6787865
OpenAlex ID: keywords/matrix-completion
Exact Matrix Completion via Convex Optimization
2009 · Emmanuel J. Candès, Benjamin Recht · Foundations of Computational Mathematics · 4,881
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Tensor Completion for Estimating Missing Values in Visual Data
2012 · Ji Liu, Przemyslaw Musialski, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2,064
The Power of Convex Relaxation: Near-Optimal Matrix Completion
2010 · Emmanuel J. Candes, Terence Tao · IEEE Transactions on Information Theory · 2,061
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Matrix Completion With Noise
2010 · Emmanuel J Candes, Yaniv Plan · Proceedings of the IEEE · 1,715
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Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Matrices via Convex Optimization
2009 · John Wright, Arvind Ganesh, et al. · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · 1,492
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High-Dimensional Probability
2018 · Roman Vershynin · Cambridge University Press eBooks · 1,396
A Block Coordinate Descent Method for Regularized Multiconvex Optimization with Applications to Nonnegative Tensor Factorization and Completion
2013 · Yangyang Xu, Wotao Yin · SIAM Journal on Imaging Sciences · 1,160
Machine Learning Methods That Economists Should Know About
2019 · Susan Athey, Guido W. Imbens · Annual Review of Economics · 1,143
Spectral Regularization Algorithms for Learning Large Incomplete Matrices.
2010 · Rahul Mazumder, Trevor Hastie, et al. · PubMed · 1,058
Fixed point and Bregman iterative methods for matrix rank minimization
2009 · Shiqian Ma, Donald Goldfarb, et al. · Mathematical Programming · 1,051
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Graph Convolutional Matrix Completion
2017 · Berg, Rianne van den, Kipf, Thomas N., et al. · arXiv (Cornell University) · 1,023
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Exact matrix completion via convex optimization
2012 · Emmanuel Candès, Benjamin Recht · Communications of the ACM · 997
Matrix Completion From a Few Entries
2010 · Raghunandan H. Keshavan, Andrea Montanari, et al. · IEEE Transactions on Information Theory · 997
Geometry of Cuts and Metrics
1997 · Michel Marie Deza, Monique Laurent · Algorithms and combinatorics · 994
High-Dimensional Probability: An Introduction with Applications in Data Science
2018 · Roman Vershynin · 937
Fast and Accurate Matrix Completion via Truncated Nuclear Norm Regularization
2013 · Yao Hu, Debing Zhang, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 829
Weighted Nuclear Norm Minimization and Its Applications to Low Level Vision
2016 · Shuhang Gu, Qi Xie, et al. · International Journal of Computer Vision · 817
A Simpler Approach to Matrix Completion
2009 · Recht, Benjamin · arXiv (Cornell University) · 790
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Cascaded Channel Estimation for Large Intelligent Metasurface Assisted Massive MIMO
2019 · Zhen-Qing He, Xiaojun Yuan · IEEE Wireless Communications Letters · 786
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Solving a low-rank factorization model for matrix completion by a nonlinear successive over-relaxation algorithm
2012 · Zaiwen Wen, Wotao Yin, et al. · Mathematical Programming Computation · 773
CayleyNets: Graph Convolutional Neural Networks With Complex Rational Spectral Filters
2018 · Ron Levie, Federico Monti, et al. · IEEE Transactions on Signal Processing · 687
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Spectral Regularization Algorithms for Learning Large Incomplete Matrices
2010 · MazumderRahul, HastieTrevor, et al. · Journal of Machine Learning Research · 671
Matrix completion from a few entries
2009 · Raghunandan H. Keshavan, Sewoong Oh, et al. · IEEE International Symposium on Information Theory (ISIT) · 650
Recovering Low-Rank Matrices From Few Coefficients in Any Basis
2011 · David Gross · IEEE Transactions on Information Theory · 603
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Phase Retrieval via Matrix Completion
2013 · Emmanuel J. Candès, Yonina C. Eldar, et al. · SIAM Journal on Imaging Sciences · 579
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Works count: 4,248
Citation count: 98,030
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