• Title of article

    Separators and structure prediction in sparse orthogonal factorization

  • Author/Authors

    John R. Gilbert، نويسنده , , Esmond G. Ng، نويسنده , , Barry W. Peyton، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 1997
  • Pages
    15
  • From page
    83
  • To page
    97
  • Abstract
    In the factorization A = QR of a sparse matrix A, the orthogonal matrix Q can be represented either explicitly (as a matrix) or implicitly (as a sequence of Householder vectors). A folk theorem states that the Householder vectors are much sparser than Q in practice. In this paper we make this folk theorem precise: we prove tight upper and lower bounds on the nonzero counts of the two representations in terms of the quality of separators in the column intersection graph of A. We conclude that the folk theorem is true when A is nearly square, but not when A has many more rows than columns.
  • Journal title
    Linear Algebra and its Applications
  • Serial Year
    1997
  • Journal title
    Linear Algebra and its Applications
  • Record number

    822132