- Compiler Support for Sparse Tensor Computations in MLIR
2022/02/09 by Aart J. C. Bik, Penporn Koanantakool, Tatiana Shpeisman +4 · 1 voice
Computer Science · Mathematics · #Analytics #Code (set theory) #Compiler #Computation #Computational science #Computer engineering #Computer science #Data mining #Exploit #Numerical Methods and Algorithms #Optimizing compiler #Parallel Computing and Optimization Techniques #Parallel computing #Programming language #Property (philosophy) #Software #Sparse matrix #Task (project management) #Tensor (intrinsic definition) #Tensor decomposition and applications #Theoretical computer science #cs.PL
- Two Sparsities Are Better Than One: Unlocking the Performance Benefits of Sparse-Sparse Networks
2021/12/27 by Kevin Lee Hunter, Lawrence Spracklen, Hunter, Kevin Lee +3 · 1 voice · 3 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Artificial intelligence #Artificial neural network #Computer science #Convolutional neural network #Ferroelectric and Negative Capacitance Devices #Inference #Machine learning #Process (computing) #Scalability #Sparse approximation #Sparse matrix #Throughput #Wireless
- Accelerating sparse matrix–matrix multiplication with GPU Tensor Cores
2020/09/29 by Orestis Zachariadis, Nitin Satpute, Juan Gómez-Luna +1 · 1 voice · 5 citations
Computer Science · Mathematics · #Algebra over a field #Combinatorics #Computational science #Computer science #Distributed and Parallel Computing Systems #Interconnection Networks and Systems #Materials science #Mathematics #Matrix (chemical analysis) #Matrix multiplication #Multiplication (music) #Parallel Computing and Optimization Techniques #Parallel computing #Physics #Pure mathematics #Sparse matrix #Tensor (intrinsic definition)
- Compressed Sensing With Approximate Message Passing Using In-Memory Computing
2018/08/29 by Manuel Le Gallo, Abu Sebastian, Giovanni Cherubini +2 · 13 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Algorithm #Compressed sensing #Computational complexity theory #Computational science #Computer science #Crossbar switch #Electrical engineering #Engineering #In-Memory Processing #Matrix (chemical analysis) #Message passing #Neural Networks and Reservoir Computing #Parallel computing #Resistive random-access memory #Resistive touchscreen #Robustness (evolution) #Search engine #Sparse and Compressive Sensing Techniques #Sparse matrix #Voltage #Von Neumann architecture
- An efficient sparse-dense matrix multiplication on a multicore system
2017/10/01 by Di Yan, Tao Wu, Ying Liu +1 · 1 citation
Computer Science · #Parallel Computing and Optimization Techniques #Advanced Data Storage Technologies #Stochastic Gradient Optimization Techniques #Computer science #Sparse matrix #Speedup #Parallel computing #Matrix multiplication #Kernel (algebra) #Multi-core processor #Scalability #Block (permutation group theory) #FLOPS #Multiplication (music) #Computation #Computational science #Algorithm #Operating system
- Bayesian factorizations of big sparse tensors
2013/06/07 by Jing Zhou, Zhou, Jing, Anirban Bhattacharya +7 · 2 citations
Computer Science · Engineering · Mathematics · #Algorithm #Artificial intelligence #Bayesian probability #Blind Source Separation Techniques #Combinatorics #Computational chemistry #Computer science #Contingency table #Dimension (graph theory) #Dimensionality reduction #Eigenvalues and eigenvectors #FOS: Computer and information sciences #Factorization #Gibbs sampling #Machine learning #Mathematics #Matrix decomposition #Methodology (stat.ME) #Physics #Prior probability #Pure mathematics #Rank (graph theory) #Sparse and Compressive Sensing Techniques #Sparse matrix #Tensor (intrinsic definition) #Tensor decomposition and applications #stat.ME
- Blocked Schur Algorithms for Computing the Matrix Square Root
2013/01/01 by Edvin Deadman, Nicholas J. Higham, Rui Ralha · 1 citation
Computer Science · Mathematics · #Advanced Optimization Algorithms Research #Algorithm #Blocking (statistics) #Computation #Computer science #Geometry #Mathematics #Matrix (chemical analysis) #Matrix Theory and Algorithms #Matrix multiplication #Parallel Computing and Optimization Techniques #Parallel computing #Pure mathematics #Sparse matrix #Square (algebra) #Square matrix #Square root #Square root of a 2 by 2 matrix #Symmetric matrix #Triangular matrix
- See all by looking at a few: Sparse modeling for finding representative objects
2012/06/01 by E. Elhamifar, Guillermo Sapiro, René Vidal · 2 citations
Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Image and Signal Denoising Methods #Remote-Sensing Image Classification #Outlier #Computer science #Automatic summarization #Convex hull #Rank (graph theory) #Data point #Point (geometry) #Sparse matrix #Data mining #Pattern recognition (psychology) #Artificial intelligence #Algorithm #Regular polygon #Mathematics #Combinatorics
- Hyper-Sparsity in the Revised Simplex Method and How to Exploit it
2005/09/27 by J. A. J. Hall, K. I. M. McKinnon · 2 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #Algorithm #Combinatorics #Computer science #Domain (mathematical analysis) #Exploit #Linear programming #Mathematical optimization #Mathematics #Matrix Theory and Algorithms #Parallel computing #Revised simplex method #Set (abstract data type) #Simplex #Simplex algorithm #Solver #Sparse and Compressive Sensing Techniques #Sparse matrix #Speedup
- Sparse matrix multiplication package (SMMP)
1993/02/01 by Randolph E. Bank, Craig C. Douglas · 1 citation
Chemistry · Computer Science · Mathematics · #Algebra over a field #Algorithms and Data Compression #Arithmetic #Chemistry #Combinatorics #Computational Science and Engineering #Computational chemistry #Computational science #Materials science #Mathematics #Matrix (chemical analysis) #Matrix multiplication #Multiplication (music) #Parallel Computing and Optimization Techniques #Physics #Pure mathematics #Sparse matrix #Tensor decomposition and applications
- Sparse Matrices in MATLAB: Design and Implementation
1992/01/01 by John R. Gilbert, C Moler, Robert Schreiber · 3 citations
Computer Science · Mathematics · #Parallel Computing and Optimization Techniques #Matrix Theory and Algorithms #Interconnection Networks and Systems #MATLAB #Sparse matrix #Matrix (chemical analysis) #Computer science #Computation #Sparse array #Algorithm #Matrix-free methods #Sparse approximation #Action (physics) #Matrix multiplication #Mathematics #Algebra over a field #Computational science #Arithmetic #Programming language #Pure mathematics
- Fast Polar Decomposition of an Arbitrary Matrix
1990/07/01 by Nicholas J. Higham, Robert Schreiber · 5 citations
Computer Science · Engineering · Mathematics · #Matrix Theory and Algorithms #Numerical Methods and Algorithms #Inertial Sensor and Navigation #Mathematics #Hermitian matrix #Matrix (chemical analysis) #Matrix multiplication #Positive-definite matrix #Block matrix #Algorithm #Cholesky decomposition #LU decomposition #Polar decomposition #Matrix decomposition #Matrix splitting #Sparse matrix #Newton's method #Iterative method #Symmetric matrix #Applied mathematics #Square matrix #Polar #Pure mathematics
- Estimation of Sparse Jacobian Matrices and Graph Coloring Blems
1983/02/01 by Thomas F. Coleman, Jorge J. Morè · 1 citation
Computer Science · Mathematics · Decision Sciences · #Advanced Graph Theory Research #Advanced Optimization Algorithms Research #Scheduling and Timetabling Solutions #Jacobian matrix and determinant #Mathematics #Graph coloring #Sparse matrix #Graph #Greedy coloring #Algorithm #Matrix (chemical analysis) #Mathematical optimization #Applied mathematics #Combinatorics #Line graph #Graph power
- Reducing the profile of sparse symmetric matrices
1976/12/01 by Richard A. Snay · 1 citation
Chemistry · Computer Science · Earth and Planetary Sciences · Mathematics · #Algorithm #Applied mathematics #Chemistry #Computational chemistry #Computer science #Eigenvalues and eigenvectors #Geodesy #Geodetic datum #Geology #Geophysics and Gravity Measurements #Materials science #Mathematics #Matrix (chemical analysis) #Matrix Theory and Algorithms #Physics #Sparse matrix #Statistical and numerical algorithms #Symmetric matrix