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Perturbation analysis for the generalized eigenvalue and the generalized singular value problem

  • Section C Generalized Singular Values And Data Analysis
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Matrix Pencils

Part of the book series: Lecture Notes in Mathematics ((LNM,volume 973))

Abstract

The author has obtained some results in his recent work, which generalize some classical perturbation theorems for the standard eigenvalue problem Ax=λx to regular matrix pencils, and give a positive answer for an open question proposed by G. W. Stewart. A perturbation analysis for the generalized singular value decomposition suggested by Van Loan, C. C. Paige and M. A. Saunders has also been carried out.

This work was supported by the Alexander von Humboldt Foundation in Federal Republic of Germany.

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References

  1. F. L. BAUER AND C. T. FIKE, Norms and exclusion theorem, Numer. Math. 2 (1960), 137–141.

    Article  MathSciNet  MATH  Google Scholar 

  2. C. R. CRAWFORD, A stable generalized eigenvalue problem, SIAM J. Numer. Anal. 8 (1976), 854–860.

    Article  MathSciNet  MATH  Google Scholar 

  3. C. DAVIS AND W. KAHAN, The rotation of eigenvectors by a perturbation. III, SIAM J. Numer. Anal. 7 (1970), 1–46.

    Article  MathSciNet  MATH  Google Scholar 

  4. L. ELSNER AND J. G. SUN, Perturbation theorems for the generalized eigenvalue problem, submitted to Linear Algebra and Appl.

    Google Scholar 

  5. F. R. GANTMACHER, The Theory of Matrices, trans. K. A. Hirsch, Chelsea, 1959.

    Google Scholar 

  6. P. HENRICI, Bounds for iterates, inverses, spectral variation and fields of values of non-normal matrices, Numer. Math. 4 (1962), 24–39

    Article  MathSciNet  MATH  Google Scholar 

  7. A. J. HOFFMAN AND H. W. WIELANDT, The variation of the spectrum of a normal matrix, Duke Math. Journal 20 (1953), 37–39.

    Article  MathSciNet  MATH  Google Scholar 

  8. A. S. HOUSEHOLDER, The Theory of Matrices in Numerical Analysis, Blaisedell, New York, 1964.

    MATH  Google Scholar 

  9. L. K. HUA, Harmonic Analysis of Functions of Several Complex Variables in the Classical Domains, Amer. Math. Soc. Providence, Rhode Island, 1963.

    Google Scholar 

  10. T. KATO, Perturbation Theory for Linear Operators, Springer Verlag, New York, 1966.

    Book  MATH  Google Scholar 

  11. Q. K. LU, The elliptic geometry of extended spaces, Acta Math. Sinica, 13 (1963), 49–62; translated as Chinese Math. 4 (1963), 54–69.

    MathSciNet  MATH  Google Scholar 

  12. M. MARCUS AND H. MINC, A Survey of Matrix Theory and Matrix Inequalities, Allyn and Bacon, Boston, 1964.

    MATH  Google Scholar 

  13. Y. MATUSHIMA, Differentiable Manifolds, New York, 1972.

    Google Scholar 

  14. L. MIRSKY, Symmetric gauge functions and unitarily invariant norms, Quart, J. Math. Oxford, 11 (1960), 50–59.

    Article  MathSciNet  MATH  Google Scholar 

  15. J. VON NEUMANN, Some matrix-inequalities and metrization of matrix-space, Bull. Inst. Math. Mécan. Univ. Kouybycheff Tomsk, 1(1935–37), 286–300.

    Google Scholar 

  16. C. C. PAIGE AND M. A. SAUNDERS, Towards a generalized singular value decomposition, SIAM J. Numer. Anal. 18(1981), 398–405.

    Article  MathSciNet  MATH  Google Scholar 

  17. R. SCHATTEN, Norm Ideals of Completely Continuous Operators, Springer, Berlin, 1960.

    Book  MATH  Google Scholar 

  18. G. W. STEWART, On the sensitivity of the eigenvalue problem Ax=λBx, SIAM J. Numer. Anal. 9(1972), 669–686.

    Article  MathSciNet  Google Scholar 

  19. G. W. STEWART, Error and perturbation bounds for subspaces associated with certain eigenvalue problems, SIAM Rev. 15 (1973), 727–769.

    Article  MathSciNet  MATH  Google Scholar 

  20. G. W. STEWART, Gerschgorin theory for the generalized eigenvalue problem Ax=λBx, Math. Comp. 29 (1975), 600–606.

    MATH  Google Scholar 

  21. G. W. STEWART, Perturbation theory for the generalized eigenvalue problem, Recent Advances in Numerical Analysis, (proc. Sympos., Math. Res. Center, Univ. Wisconsin, Madison, Wis., 1978), pp. 193–206.

    Google Scholar 

  22. G. W. STEWART, Perturbation bounds for the definite generalized eigenvalue problem, Linear Algebra and Appl. 23 (1979), 69–83.

    Article  MathSciNet  MATH  Google Scholar 

  23. J. G. SUN, Invariant subspaces and generalized invariant subspaces (I), (II), Math. Numer. Sinica 2 (1980), 1–13, 113–123.

    MathSciNet  MATH  Google Scholar 

  24. J. G. SUN, The perturbation bounds of generalized eigenvalues of a class of matrix-pairs, Math. Numer. Sinica 4 (1982), 23–29.

    MathSciNet  MATH  Google Scholar 

  25. J. G. SUN, A note on Stewart's theorem for definite matrix pairs, submitted to Linear Algebra and Appl.

    Google Scholar 

  26. J. G. SUN, The perturbation bounds for eigenspaces of a definite matrix pair, I. The sinϑ theorems, II. The sin2ϑ theorems, submitted to Numer. Math.

    Google Scholar 

  27. J. G. SUN, Perturbation analysis for the generalized singular value problem, submitted to SIAM J. Numer. Anal.

    Google Scholar 

  28. J. G. SUN, On the perturbation of generalized singular values, to appear in Math. Numer. Sinica.

    Google Scholar 

  29. J. G. SUN, Some metrics on a Grassmann manifold and perturbation estimates for eigenspaces (I), (II), submitted to Acta Math. Sinica.

    Google Scholar 

  30. F. UHLIG, A recurring theorem about pairs of quadratic forms and extensions: A survey, Linear Algebra and Appl. 25(1979), 219–237.

    Article  MathSciNet  MATH  Google Scholar 

  31. CHARLES F. VAN LOAN, Generalizing the singular value decomposition, SIAM J. Numer. Anal. 13 (1976), 76–83

    Article  MathSciNet  MATH  Google Scholar 

  32. P.-Å. WEDIN, Perturbation bounds in connection with singular value decomposition, BIT, 12(1972), 99–111

    Article  MathSciNet  MATH  Google Scholar 

  33. J.H. WILKINSON, The Algebraic Eigenvalue Problem, Clarendon Press, Oxford, 1965.

    MATH  Google Scholar 

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Authors

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Bo Kågström Axel Ruhe

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© 1983 Springer-Verlag

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Sun, Jg. (1983). Perturbation analysis for the generalized eigenvalue and the generalized singular value problem. In: Kågström, B., Ruhe, A. (eds) Matrix Pencils. Lecture Notes in Mathematics, vol 973. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0062105

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  • DOI: https://doi.org/10.1007/BFb0062105

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  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-11983-8

  • Online ISBN: 978-3-540-39447-1

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