Backward error and condition of structured linear systems

Desmond J. Higham, Nicholas J. Higham

Research output: Contribution to journalArticle

Abstract

Existing definitions of backward error and condition number for linear systems do not cater to structure in the coefficient matrix, except possibly for sparsity. The definitions are extended so that when the coefficient matrix has structure the perturbed matrix has this structure too. It is shown that when the structure comprises linear dependence on a set of parameters, the structured componentwise backward error is given by the solution of minimal $infty $ -norm to an underdetermined linear system; an explicit expression for the condition number in this linear case is also obtained. Applications to symmetric matrices, Toeplitz matrices and the least squares problem are discussed and illustrated through numerical examples.
Original languageEnglish
Pages (from-to)162-175
Number of pages13
JournalSIAM Journal on Matrix Analysis and Applications
Volume13
Issue number1
DOIs
Publication statusPublished - 1992

Keywords

  • componentwise backward error
  • condition number
  • underdetermined system
  • symmetric matrix
  • Toeplitz matrix
  • least squares problem
  • augmented system
  • numerical mathematics

Cite this