• rsvd

  • Referenced in 10 articles [sw16104]
  • package rsvd. Randomized singular value decomposition (rsvd) is a very fast probabilistic algorithm that ... compute the near optimal low-rank singular value decomposition of massive data sets with high ... also widely used for computing (randomized) principal component analysis (PCA), a linear ... dimensionality reduction technique. Randomized PCA (rpca) uses the approximated singular value decomposition to compute...
  • RSVDPACK

  • Referenced in 6 articles [sw13832]
  • RSVDPACK: subroutines for computing partial singular value decompositions via randomized sampling on single core, multi ... randomized algorithms for computing partial Singular Value Decompositions (SVDs). The techniques largely follow the prescriptions ... article ”Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions,” N. Halko...
  • LSRN

  • Referenced in 27 articles [sw09555]
  • random normal projection, which is embarrassingly parallel, and a singular value decomposition of size ⌈γmin ... strong concentration result on the extreme singular values, and hence that the number of iterations ... with LAPACK’s DGELSD and a fast randomized least squares solver called Blendenpik on large...
  • Algorithm 971

  • Referenced in 10 articles [sw22686]
  • Recent years have witnessed intense development of randomized methods for low-rank approximation. These methods ... analysis and the calculation of truncated singular value decompositions. The present article presents an essentially ... computation. As illustrated via several tests, the randomized algorithms for low-rank approximation outperform ... superior for calculating the least singular values and corresponding singular vectors (or singular subspaces...
  • randUTV

  • Referenced in 5 articles [sw30518]
  • computing a rank-revealing UTV factorization. A randomized algorithm for computing a so-called ... alternative to algorithms for computing the Singular Value Decomposition (SVD). randUTV provides accuracy very close ... approximations to the singular values of A. Unlike the SVD, the randomized algorithm proposed builds...
  • ADOL-C

  • Referenced in 257 articles [sw00019]
  • ADOL-C: Automatic Differentiation of C/C++. We present...
  • ANSYS

  • Referenced in 715 articles [sw00044]
  • ANSYS offers a comprehensive software suite that spans...
  • ARMS

  • Referenced in 68 articles [sw00048]
  • ARMS: an algebraic recursive multilevel solver for general...
  • ATLAS

  • Referenced in 199 articles [sw00056]
  • This paper describes the Automatically Tuned Linear Algebra...
  • AXIOM

  • Referenced in 173 articles [sw00063]
  • Axiom is a general purpose Computer Algebra system...
  • CGAL

  • Referenced in 403 articles [sw00118]
  • The goal of the CGAL Open Source Project...
  • C-XSC 2.0

  • Referenced in 127 articles [sw00182]
  • A C++ class library for extended scientific computing...
  • Expokit

  • Referenced in 200 articles [sw00258]
  • Expokit provides a set of routines aimed at...
  • FLAME

  • Referenced in 39 articles [sw00293]
  • We present a number of application program interfaces...
  • GAP

  • Referenced in 3222 articles [sw00320]
  • GAP is a system for computational discrete algebra...
  • gmp

  • Referenced in 289 articles [sw00363]
  • GMP is a free library for arbitrary precision...
  • Gmsh

  • Referenced in 783 articles [sw00366]
  • Gmsh is a 3D finite element grid generator...
  • HSL

  • Referenced in 284 articles [sw00418]
  • HSL (formerly the Harwell Subroutine Library) is a...
  • ISOGAT

  • Referenced in 318 articles [sw00457]
  • A tutorial 2D MATLAB code for solving elliptic...
  • KNITRO

  • Referenced in 200 articles [sw00490]
  • KNITRO is a solver for nonlinear optimization. It...