Nothing Special   »   [go: up one dir, main page]

skip to main content
research-article

Perturbation Bounds for the $QR$ Factorization of a Matrix

Published: 01 June 1977 Publication History

Abstract

Let A be an $m \times n$ matrix of rank n. The $QR$ factorization of A decomposes A into the product of an $m \times n$ matrix Q with orthonormal columns and a nonsingular upper triangular matrix R. The decomposition is essentially unique, Q being determined up to the signs of its columns and R up to the signs of its rows. If E is an $m \times n$ matrix such that $A + E$ is of rank n, then $A + E$ has an essentially unique factorization $(Q + W)(R + F)$. In this paper bounds on $\| W \|$ and $\| F \|$ in terms of $\| E \|$ are given. In addition perturbation bounds are given for the closely related Cholesky factorization of a positive definite matrix B into the product $R^T R$ of a lower triangular matrix and its transpose.

References

[1]
G. H. Golub, W. Kahan, Calculating the singular values and pseudo-inverse of a matrix, SIAM J. Numer. Anal., 2 (1965), 202–224
[2]
Heinz Rutishauser, Computational aspects of F. L. Bauer's simultaneous iteration method, Numer. Math., 13 (1969), 4–13
[3]
G. W. Stewart, Error and perturbation bounds for subspaces associated with certain eigenvalue problems, SIAM Rev., 15 (1973), 727–764
[4]
G. W. Stewart, Introduction to matrix computations, Academic Press [A subsidiary of Harcourt Brace Jovanovich, Publishers], New York-London, 1973xiii+441
[5]
G. W. Stewart, Simultaneous iteration for computing invariant subspaces of non-Hermitian matrices, Numer. Math., 25 (1975/76), 123–136
[6]
J. H. Wilkinson, The algebraic eigenvalue problem, Clarendon Press, Oxford, 1965xviii+662

Cited By

View all
  • (2024)A stochastic perturbation analysis of the QR decomposition and its applicationsAdvances in Computational Mathematics10.1007/s10444-024-10198-550:5Online publication date: 2-Oct-2024

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image SIAM Journal on Numerical Analysis
SIAM Journal on Numerical Analysis  Volume 14, Issue 3
Jun 1977
198 pages
ISSN:0036-1429
DOI:10.1137/sjnaam.1977.14.issue-3
Issue’s Table of Contents

Publisher

Society for Industrial and Applied Mathematics

United States

Publication History

Published: 01 June 1977

Qualifiers

  • Research-article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 19 Feb 2025

Other Metrics

Citations

Cited By

View all
  • (2024)A stochastic perturbation analysis of the QR decomposition and its applicationsAdvances in Computational Mathematics10.1007/s10444-024-10198-550:5Online publication date: 2-Oct-2024

View Options

View options

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media