Skip to main content
Log in

On the condition numbers of a multiple eigenvalue of a generalized eigenvalue problem

  • Published:
Numerische Mathematik Aims and scope Submit manuscript

Abstract

For standard eigenvalue problems, closed-form expressions for the condition numbers of a multiple eigenvalue are known. In particular, they are uniformly 1 in the Hermitian case and generally take different values in the non-Hermitian case. We consider the generalized eigenvalue problem and identify the condition numbers. Our main result is that a multiple eigenvalue generally has multiple condition numbers, even in the Hermitian definite case. The condition numbers are characterized in terms of the singular values of the outer product of the corresponding left and right eigenvectors.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Barlow J., Demmel J.: Computing accurate eigensystems of scaled diagonally dominant matrices. SIAM J. Numer. Anal. 27(3), 762–791 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  2. De Teran F., Dopico F.M., Moro J.: First order spectral perturbation theory of square singular matrix pencils. Linear Algebra Appl. 429(2–3), 548–576 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  3. Demmel J., Veselic K.: Jacobi’s method is more accurate than QR. SIAM J. Matrix Anal. Appl. 13(4), 1204–1245 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  4. Golub G.H., Van Loan C.F.: Matrix Computations, 3rd edn. The Johns Hopkins University Press, Baltimore (1996)

    MATH  Google Scholar 

  5. Higham D.J., Higham N.J.: Structured backward error and condition of generalized eigenvalue problems. SIAM J. Matrix Anal. Appl. 20(2), 493–512 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  6. Kressner D., JosePelaez M., Moro J.: Structured Hölder condition numbers for multiple eigenvalues. SIAM J. Matrix Anal. Appl. 31(1), 175–201 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  7. Li R.C., Nakatsukasa Y., Truhar N., Xu S.: Perturbation of partitioned Hermitian definite generalized eigenvalue problems. SIAM J. Matrix Anal. Appl. 32(2), 642–663 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  8. Moro J., Burke J.V., Overton M.L.: On the Lidskii–Vishik–Lyusternik perturbation theory for eigenvalues of matrices with arbitrary Jordan structure. SIAM J. Matrix Anal. Appl. 18(4), 793–817 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  9. Nakatsukasa Y.: Perturbation behavior of a multiple eigenvalue in generalized Hermitian eigenvalue problems. BIT 50(1), 109–121 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  10. Stewart G.W.: Error and perturbation bounds for subspaces associated with certain eigenvalue problems. SIAM Rev. 15(4), 727–764 (1973)

    Article  MathSciNet  MATH  Google Scholar 

  11. Stewart, G.W.: Matrix Algorithms. Basic Decompositions, vol. I. SIAM, Philadelphia (1998)

  12. Stewart, G.W.: Matrix Algorithms. Eigensystems, vol. II, SIAM, Philadelphia (2001)

  13. Stewart G.W., Sun J.G.: Matrix Perturbation Theory. Academic Press, New York (1990)

    MATH  Google Scholar 

  14. Stewart G.W., Zhang G.: Eigenvalues of graded matrices and the condition numbers of a multiple eigenvalue. Numer. Math. 58(7), 703–712 (1991)

    MathSciNet  MATH  Google Scholar 

  15. Sun J.G.: On condition numbers of a nondefective multiple eigenvalue. Numer. Math. 61(2), 265–275 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  16. Sun J.G.: On worst-case condition numbers of a nondefective multiple eigenvalue. Numer. Math. 69(3), 373–382 (1995)

    Article  MathSciNet  MATH  Google Scholar 

  17. Veselic K., Slapnicar I.: Floating-point perturbations of Hermitian matrices. Linear Algebra Appl. 195, 81–116 (1993)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yuji Nakatsukasa.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Nakatsukasa, Y. On the condition numbers of a multiple eigenvalue of a generalized eigenvalue problem. Numer. Math. 121, 531–544 (2012). https://doi.org/10.1007/s00211-011-0440-x

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00211-011-0440-x

Mathematics Subject Classification (2000)

Navigation