On the Convergence of the Conjugate Residual Method for Singular Systems

  • HAYAMI Ken
    Foundations of Informatics Research Division National Institute of Informatics

Bibliographic Information

Other Title
  • 特異な系に対する共役残差法の収束性について
  • トクイ ナ ケイ ニ タイスル キョウヤク ザンサホウ ノ シュウソクセイ ニ ツイテ

Search this article

Abstract

Consider applying the Conjugate Residual (CR) method to systems of linear equations Ax = b or least squares problems min__<x∈R^2>‖b-Ax‖_2, where A ∈ R^<n×n> is singular and nonsymmetric. First, we prove that the necessary and sufficient condition for the method to converge to a least squares solution without breaking down for arbitrary b and initial approximate solution x_0 is that the symmetric part M(A) of A is semi-definite, rank M(A) = rankA, and R(A)^⊥ = kerA. Next, we derive the necessary and sufficient condition for the CR method to converge to a solution without breaking down for arbitrary b ∈ R(A) and arbitrary x_0.

Journal

Citations (2)*help

See more

References(29)*help

See more

Related Projects

See more

Details 詳細情報について

Report a problem

Back to top