Concept

Sparse matrix

OpenAlex ID: C56372850

Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions

2011 · N. Halko, P. G. Martinsson, et al. · SIAM Review · 4,025

PDF

The university of Florida sparse matrix collection

2011 · Timothy A. Davis, Yifan Hu · ACM Transactions on Mathematical Software · 3,657

Sparse Subspace Clustering: Algorithm, Theory, and Applications

2013 · E. Elhamifar, R. Vidal · IEEE Transactions on Pattern Analysis and Machine Intelligence · 3,107

Numerical Methods for Large Eigenvalue Problems

2011 · Yousef Saad · Society for Industrial and Applied Mathematics eBooks · 2,362

Online Learning for Matrix Factorization and Sparse Coding

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

PDF

A Fully Asynchronous Multifrontal Solver Using Distributed Dynamic Scheduling

2001 · Patrick R. Amestoy, Iain S. Duff, et al. · SIAM Journal on Matrix Analysis and Applications · 2,288

Iterative Solution Methods

1994 · Owe Axelsson · Cambridge University Press eBooks · 2,085

Quantum Support Vector Machine for Big Data Classification

2014 · Patrick Rebentrost, Masoud Mohseni, et al. · Physical Review Letters · 1,940

PDF

Computer Solution of Large Sparse Positive Definite Systems.

1982 · Joseph E. Pasciak, Alan George, et al. · Mathematics of Computation · 1,874

DFTB+, a Sparse Matrix-Based Implementation of the DFTB Method

2007 · B. Aradi, B. Hourahine, et al. · The Journal of Physical Chemistry A · 1,692

Collaborative Deep Learning for Recommender Systems

2015 · Hao Wang, Naiyan Wang, et al. · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) · 1,656

PDF

Estimation of probabilities from sparse data for the language model component of a speech recognizer

1987 · S. Katz · IEEE Transactions on Acoustics Speech and Signal Processing · 1,637

Solution of Sparse Indefinite Systems of Linear Equations

1975 · C. C. Paige, M. A. Saunders · SIAM Journal on Numerical Analysis · 1,620

Direct Methods for Sparse Matrices

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

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

2009 · D. M. Witten, R. Tibshirani, et al. · Biostatistics · 1,537

PDF

Algorithms and applications for approximate nonnegative matrix factorization

2006 · Michael W. Berry, Murray Browne, et al. · Computational Statistics & Data Analysis · 1,515

Reducing the bandwidth of sparse symmetric matrices

1969 · E. Cuthill, J. McKee · 1,497

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

PDF

Solving unsymmetric sparse systems of linear equations with PARDISO

2004 · Olaf Schenk, Klaus Gärtner · Future Generation Computer Systems · 1,463

Algorithm 832

2004 · Timothy A. Davis · ACM Transactions on Mathematical Software · 1,422

Anchored Neighborhood Regression for Fast Example-Based Super-Resolution

2013 · Radu Timofte, Vincent De, et al. · IEEE International Conference on Computer Vision (ICCV) · 1,381

PDF

Preconditioning Techniques for Large Linear Systems: A Survey

2002 · Michele Benzi · Journal of Computational Physics · 1,221

4. Iterative Methods for Sparse Linear Systems

2007 · Randall J. LeVeque · Society for Industrial and Applied Mathematics eBooks · 1,191

Image Deblurring and Super-Resolution by Adaptive Sparse Domain Selection and Adaptive Regularization

2011 · Weisheng Dong, Lei Zhang, et al. · IEEE Transactions on Image Processing · 1,161

PDF

A Fast Approach for Overcomplete Sparse Decomposition Based on Smoothed $\ell ^{0}$ Norm

2008 · H. Mohimani, M. Babaie-Zadeh, et al. · IEEE Transactions on Signal Processing · 1,093

PDF

Works count: 27,920

Citation count: 360,600