Keyword

matrix factorization

Description: A mathematical and computational method that represents a matrix as a product of simpler matrices, used in machine learning and data analysis.

Primary topic: Matrix Theory and Algorithms (26%)

Wikidata ID: wiki/Q1361088

OpenAlex ID: keywords/matrix-factorization

Matrix Factorization Techniques for Recommender Systems

2009 · Yehuda Koren, Robert Bell, et al. · Computer · 11,691

Matrix computations (3rd ed.)

1996 · Gene H. Golub, Charles F. Van Loan · Johns Hopkins University Press eBooks · 5,946

Inequalities: Theory of Majorization and its Applications.

1981 · Barry C. Arnold, Albert W. Marshall, et al. · Journal of the American Statistical Association · 4,870

BPR: Bayesian Personalized Ranking from Implicit Feedback

2012 · Rendle, Steffen, Freudenthaler, Christoph, et al. · arXiv (Cornell University) · 4,602

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Factorization Machines

2010 · Steffen Rendle · Proceedings · 3,134

Singular value decomposition and least squares solutions

1970 · G. H. Golub, C. Reinsch · Numerische Mathematik · 2,928

Factorizing personalized Markov chains for next-basket recommendation

2010 · Steffen Rendle, Christoph Freudenthaler, et al. · International World Wide Web Conference (WWW) · 2,783

Non-negative matrix factorization with sparseness constraints

2004 · Hoyer, Patrik O. · arXiv (Cornell University) · 2,613

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Gaussian elimination is not optimal

1969 · Volker Strassen · Numerische Mathematik · 2,508

Online Learning for Matrix Factorization and Sparse Coding

2009 · Mairal, Julien, Bach, Francis, et al. · arXiv (Cornell University) · 2,305

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Algorithm 432 [C2]: Solution of the matrix equation AX + XB = C [F4]

1972 · R. H. Bartels, G. W. Stewart · Communications of the ACM · 1,933

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Restricted Boltzmann machines for collaborative filtering

2007 · Ruslan Salakhutdinov, Andriy Mnih, et al. · International Conference on Machine Learning · 1,884

Recommender systems with social regularization

2011 · Hao Ma, Dengyong Zhou, et al. · ACM International Conference on Web Search and Data Mining (WSDM) · 1,667

A matrix factorization technique with trust propagation for recommendation in social networks

2010 · Mohsen Jamali, Martin Ester · ACM Conference on Recommender Systems (RecSys) · 1,659

The Schur Complement and Its Applications

2005 · Zhang, Fuzhen · Springer eBooks · 1,628

Direct Methods for Sparse Matrices

2017 · I. S. Duff, A. M. Erisman, et al. · 1,603

Mathematical Methods and Algorithms for Signal Processing

1999 · Todd K. Moon, Wynn C. Stirling · 1,500

Alternating Minimization Algorithms for Hybrid Precoding in Millimeter Wave MIMO Systems

2016 · Xianghao Yu, Juei-Chin Shen, et al. · IEEE Journal of Selected Topics in Signal Processing · 1,447

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Interpretation of Mueller matrices based on polar decomposition

1996 · Shih-Yau Lu, Russell A. Chipman · Journal of the Optical Society of America A · 1,406

The Chronnectome: Time-Varying Connectivity Networks as the Next Frontier in fMRI Data Discovery

2014 · Vince D. Calhoun, Robyn Miller, et al. · Neuron · 1,384

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Matrix Mathematics

2009 · Dennis S. Bernstein · Princeton University Press eBooks · 1,324

Multimodal Data Fusion: An Overview of Methods, Challenges, and Prospects

2015 · Dana Lahat, Tulay Adali, et al. · Proceedings of the IEEE · 1,288

Global Convergence of ADMM in Nonconvex Nonsmooth Optimization

2018 · Yu Wang, Wotao Yin, et al. · Journal of Scientific Computing · 1,272

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AutoRec

2015 · Suvash Sedhain, Aditya Krishna Menon, et al. · International World Wide Web Conference (WWW) · 1,175

The Theory of Matrices in Numerical Analysis

1965 · L. Mirsky · Journal of the London Mathematical Society · 1,148

Works count: 19,370

Citation count: 320,200