Skip to main content
Log in

Expansion of weighted pseudoinverse matrices with singular weights into matrix power products and iteration methods

  • Published:
Ukrainian Mathematical Journal Aims and scope

Abstract

We obtain expansions of weighted pseudoinverse matrices with singular weights into matrix power products with negative exponents and arbitrary positive parameters. We show that the rate of convergence of these expansions depends on a parameter. On the basis of the proposed expansions, we construct and investigate iteration methods with quadratic rate of convergence for the calculation of weighted pseudoinverse matrices and weighted normal pseudosolutions. Iteration methods for the calculation of weighted normal pseudosolutions are adapted to the solution of least-squares problems with constraints.

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.

Institutional subscriptions

Similar content being viewed by others

References

  1. J. F. Ward, T. L. Boullion, and T. O. Lewis, “Weighted pseudoinverses with singular weights,” SIAM J. Appl. Math., 20, No. 2, 173–175 (1971).

    Article  MATH  MathSciNet  Google Scholar 

  2. I. V. Sergienko, E. F. Galba, and V. S. Deineka, “Expansion of weighted pseudoinverse matrices in matrix power products,” Ukr. Mat. Zh., 56, No. 11, 1539–1556 (2004).

    MATH  MathSciNet  Google Scholar 

  3. C. L. Lawson and R. J. Hanson, Solving Least Squares Problems, Prentice-Hall, Englewood Cliffs (1974).

    MATH  Google Scholar 

  4. E. F. Galba, V. S. Deineka, and I. V. Sergienko, “Iteration methods with high rates of convergence for the calculation of weighted pseudoinverse matrices and weighted normal pseudosolutions with singular weights,” Zh. Vychisl. Mat. Mat. Fiz., 45, No. 10, 1731–1755 (2005).

    MATH  MathSciNet  Google Scholar 

  5. E. N. Moore, “On the reciprocal of the general algebraic matrix,” Abstr. Bull. Amer. Math. Soc., 26, 394–395 (1920).

    Google Scholar 

  6. R. Penrose, “A generalized inverse for matrices,” Proc. Cambridge Phil. Soc., 51, No. 3, 406–413 (1955).

    Article  MATH  MathSciNet  Google Scholar 

  7. A. Albert, Regression, Pseudoinversion, and Recursive Estimation, Academic Press, New York (1972).

    Google Scholar 

  8. E. F. Galba, I. N. Molchanov, and V. V. Skopetskii, “Iteration methods for the calculation of a weighted pseudoinverse matrix with singular weights,” Kiber. Syst. Anal., No. 5, 150–169 (1999).

    Google Scholar 

  9. E. F. Galba, V. S. Deineka, and I. V. Sergienko, “Limit representations of weighted pseudoinverse matrices with singular weights and regularization of problems,” Zh. Vychisl. Mat. Mat. Fiz., 44,No. 11, 1928–1946 (2004).

    MATH  MathSciNet  Google Scholar 

  10. E. F. Galba, “Iteration methods for the calculation of a weighted normal pseudosolution with singular weights,” Zh. Vychisl. Mat. Mat. Fiz., 39, No. 6, 882–896 (1999).

    MathSciNet  Google Scholar 

  11. P. Lancaster and P. Rozsa, “Eigenvectors of H-self-adjoint matrices,” Z. Angew. Math. Mech., 64, No. 9, 439–441 (1984).

    Article  MATH  MathSciNet  Google Scholar 

  12. Kh. D. Ikramov, “On algebraic properties of classes of pseudocommutative and H-self-adjoint matrices,” Zh. Vychisl. Mat. Mat. Fiz., 32, No. 8, 155–169 (1992).

    MathSciNet  Google Scholar 

  13. J. K. Baksalary and R. Kala, “Symmetrizers of matrices,” Linear Algebra Appl., 35, No. 1, 51–62 (1981).

    Article  MATH  MathSciNet  Google Scholar 

  14. S. K. Sen and V. C. Venkaiah, “On symmetrizing a matrix,” Indian J. Pure Appl. Math., 19, No. 6, 554–561 (1988).

    MATH  MathSciNet  Google Scholar 

  15. E. F. Galba, “Weighted pseudoinversion of matrices with singular weights,” Ukr. Mat. Zh., 46, No. 10, 1323–1327 (1994).

    MATH  MathSciNet  Google Scholar 

  16. R. A. Horn and C. R. Johnson, Matrix Analysis, Cambridge University, Cambridge (1986).

    Google Scholar 

  17. G. P. Gantmakher, Theory of Matrices [in Russian], Nauka, Moscow (1967).

    Google Scholar 

  18. V. V. Voevodin and Yu. A. Kuznetsov, Matrices and Calculations [in Russian], Nauka, Moscow (1984).

    Google Scholar 

  19. A. Ben-Israel and A. Charnes, “Contribution to the theory of generalized inverses,” J. Soc. Industr. Appl. Math., 11, No. 3, 667–699 (1963).

    Article  MATH  MathSciNet  Google Scholar 

  20. A. T. Lonseth, “Approximate solution of Fredholm type integral equations,” Bull. Amer. Math. Soc., 60, 415–430 (1954).

    Article  MATH  MathSciNet  Google Scholar 

  21. L. Elden, “A weighted pseudoinverse generalized singular values and constrained least squares problems,” BIT, 22, No. 4, 487–502 (1982).

    Article  MATH  MathSciNet  Google Scholar 

  22. O. Vaarmann, Generalized Inverse Mappings [in Russian], Valgus, Tallinn (1988).

    Google Scholar 

  23. V. A. Morozov, Regular Methods for the Solution of Ill-Posed Problems [in Russian], Nauka, Moscow (1987).

    MATH  Google Scholar 

  24. V. I. Meleshko, “Investigation of stable L-pseudoinversions of unbounded closed operators by the method of regularization,” Differents. Uravn., 15, No. 5, 921–935 (1979).

    MathSciNet  Google Scholar 

  25. G. H. Golub, “Some modified eigenvalue problems,” SIAM Rev., 15, No. 2, 318–334 (1973).

    Article  MATH  MathSciNet  Google Scholar 

  26. G. H. Golub and V. von Matt, “Quadratically constrained least squares and quadratic problems,” Numer. Math., 59, No. 6, 561–580 (1991).

    Article  MATH  MathSciNet  Google Scholar 

  27. E. V. Arkharov and R. A. Shafiev, “Methods for regularization of the problem of constrained pseudoinversion with approximate data,” Zh. Vychisl. Mat. Mat. Fiz., 43, No. 3, 347–353 (2003).

    MATH  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

__________

Translated from Ukrains’kyi Matematychnyi Zhurnal, Vol. 59, No. 9, pp. 1269–1289, September, 2007.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Sergienko, I.V., Galba, E.F. & Deineka, V.S. Expansion of weighted pseudoinverse matrices with singular weights into matrix power products and iteration methods. Ukr Math J 59, 1417–1440 (2007). https://doi.org/10.1007/s11253-007-0096-y

Download citation

  • Received:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11253-007-0096-y

Keywords

Navigation