• DocumentCode
    948043
  • Title

    A survey of sparse matrix research

  • Author

    Duff, Iain S.

  • Author_Institution
    AERE Harwell, ORA, England
  • Volume
    65
  • Issue
    4
  • fYear
    1977
  • fDate
    4/1/1977 12:00:00 AM
  • Firstpage
    500
  • Lastpage
    535
  • Abstract
    This paper surveys the state of the art in sparse matrix research in January 1976. Much of the survey deals with the solution of sparse simultaneous linear equations, including the storage of such matrices and the effect of paging on sparse matrix algorithms. In the symmetric case, relevant terms from graph theory are defined. Band systems and matrices arising from the discretization of partial differential equations are treated as separate cases. Preordering techniques are surveyed with particular emphasis on partitioning (to block triangular form) and tearing (to bordered block triangular form). Methods for solving the least squares problem and for sparse linear programming are also reviewed. The sparse eigenproblem is discussed with particular reference to some fairly recent iterative methods. There is a short discussion of general iterative techniques, and reference is made to good standard texts in this field. Design considerations when implementing sparse matrix algorithms are examined and finally comments are made concerning the availability of codes in this area.
  • Keywords
    Algorithm design and analysis; Graph theory; Iterative algorithms; Iterative methods; Least squares methods; Linear programming; Partial differential equations; Partitioning algorithms; Sparse matrices; Symmetric matrices;
  • fLanguage
    English
  • Journal_Title
    Proceedings of the IEEE
  • Publisher
    ieee
  • ISSN
    0018-9219
  • Type

    jour

  • DOI
    10.1109/PROC.1977.10514
  • Filename
    1454783