Abstract
In this paper we study how to compute an estimate of the trace of the inverse of a symmetric matrix by using Gauss quadrature and the modified Chebyshev algorithm. As auxiliary polynomials we use the shifted Chebyshev polynomials. Since this can be too costly in computer storage for large matrices we also propose to compute the modified moments with a stochastic approach due to Hutchinson (Commun Stat Simul 18:1059–1076, 1989).
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Bai, Z., Fahey, M., Golub, G.H.: Some large scale matrix computation problems. Comp. J. Appl. Math. 74, 71–89 (1996)
Bai, Z., Fahey, M., Golub, G.H., Menon, M., Richter, E.: Computing partial eigenvalue sum in electronic structure calculation. Report SCCM 98-03, Stanford University (1998)
Bai, Z., Golub, G.H.: Bounds for the trace of the inverse and the determinant of symmetric positive definite matrices. Ann. Numer. Math. 4, 29–38 (1997)
Bai, Z., Golub, G.H.: Some unusual matrix eigenvalue problems. In: Palma, J., Dongarra, J., Hernandez, V. (eds.) Proceedings of Vecpar’98—Third International Conference for Vector and Parallel Processing, pp. 4–19. Springer, New York (1999)
Gautschi, W.: Orthogonal Polynomials: Computation and Approximation. Oxford University Press, Oxford (2004)
Golub, G.H., Meurant, G.: Matrices, moments and quadrature. In: Griffiths, D.F., Watson, G.A. (eds.) Numerical Analysis 1993. Pitman Research Notes in Mathematics, vol. 303, pp. 105–156. Chapman & Hall, London (1994)
Golub, G.H., Meurant, G.: Matrices, Moments and Quadrature with Applications. Princeton University Press, Princeton (2009)
Golub, G.H., Welsch, J.H.: Calculation of Gauss quadrature rules. Math. Comp. 23, 221–230 (1969)
Hutchinson, M.: A stochastic estimator of the trace of the influence matrix for Laplacian smoothing splines. Commun. Stat. Simul. 18, 1059–1076 (1989)
Sack, R.A., Donovan, A.: An algorithm for Gaussian quadrature given modified moments. Numer. Math. 18(5), 465–478 (1972)
Wheeler, J.C.: Modified moments and Gaussian quadrature. In: Proceedings of the international conference on Padé approximants, continued fractions and related topics, Univ. Colorado, Boulder. Rocky Mt. J. Math. 4(2), 287–296 (1974)
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In memory of Gene H. Golub.
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Meurant, G. Estimates of the trace of the inverse of a symmetric matrix using the modified Chebyshev algorithm. Numer Algor 51, 309–318 (2009). https://doi.org/10.1007/s11075-008-9246-z
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DOI: https://doi.org/10.1007/s11075-008-9246-z