• ARPACK

  • Referenced in 794 articles [sw04218]
  • most appropriate for large sparse or structured matrices A where structured means that a matrix ... Shifted QR technique that is suitable for large scale problems. For many standard problems...
  • SparseMatrix

  • Referenced in 646 articles [sw04629]
  • Matrix Collection, a large and actively growing set of sparse matrices that arise in real...
  • Expokit

  • Referenced in 180 articles [sw00258]
  • full, the action of a large sparse matrix exponential on an operand vector ... with constant inhomogeneity. The backbone of the sparse routines consists of matrix-free Krylov subspace ... capable of coping with sparse matrices of large dimension. The software handles real and complex...
  • svdpack

  • Referenced in 60 articles [sw04819]
  • singular value decomposition (SVD) of large sparse matrices using double precision ANSI Fortran ... left- and right-singular vectors) for large sparse matrices. The package has been ported ... need to compute large rank approximations to sparse term-document matrices from information retrieval applications ... used, for example, to handle extremely large sparse matrices (on the order of a million...
  • Eigtool

  • Referenced in 495 articles [sw07020]
  • computing pseudospectra of dense and sparse matrices. It also provides a graphical interface to MATLAB ... built-in eigs routine (ARPACK) for large-scale eigenvalue computations...
  • QETLAB

  • Referenced in 57 articles [sw20493]
  • both with full matrices and with large sparse matrices, and makes use of many advanced...
  • JDQZ

  • Referenced in 580 articles [sw07031]
  • matrix pencil A-lambda*B. The matrices can be real or complex, Hermitian ... case A and B are sparse and of large size. The Jacobi-Davidson method...
  • softImpute

  • Referenced in 63 articles [sw12263]
  • current estimate. For large matrices there is a special sparse-matrix class named ”Incomplete” that ... computing low-rank SVDs on large sparse centered matrices (i.e. principal components...
  • PROPACK

  • Referenced in 104 articles [sw04019]
  • singular value decomposition of large and sparse or structured matrices. The SVD routines are based...
  • HOMPACK90

  • Referenced in 45 articles [sw00412]
  • separate routines for dense and sparse Jacobian matrices. A high level driver for the special ... iterative algorithms for large sparse Jacobian matrices...
  • SparseM

  • Referenced in 23 articles [sw10534]
  • least squares methods for problems with sparse design matrices. Significant performance improvements in memory utilization ... speed are possible for applications involving large sparse matrices...
  • ParMETIS

  • Referenced in 131 articles [sw04697]
  • computing fill-reducing orderings of sparse matrices. ParMETIS extends the functionality provided by METIS ... especially suited for parallel AMR computations and large scale numerical simulations. The algorithms implemented...
  • WSMP

  • Referenced in 47 articles [sw06749]
  • efficiently solving large systems of linear equations whose coefficient matrices are sparse. This high-performance...
  • PHSVDS

  • Referenced in 11 articles [sw13690]
  • singular triplets of large, sparse matrices is a challenging task, especially when the smallest magnitude...
  • JADAMILU

  • Referenced in 18 articles [sw01424]
  • computing selected eigenvalues of large sparse symmetric matrices A new software code for computing selected...
  • ITPACK

  • Referenced in 47 articles [sw00459]
  • solving large systems of linear algebraic equations with sparse coefficient matrices. The emphasis...
  • SuperLU

  • Referenced in 179 articles [sw00930]
  • library for the direct solution of large, sparse, nonsymmetric systems of linear equations on high ... factorization routines can handle non-square matrices but the triangular solves are performed only...
  • irlba

  • Referenced in 7 articles [sw21041]
  • Principal Components Analysis for Large Dense and Sparse Matrices. Fast and memory efficient methods ... principal components analysis of large sparse and dense matrices...
  • Maxplus

  • Referenced in 5 articles [sw07218]
  • allows one in particular to handle large sparse matrices. It also has an experimental part...