Skip to Main Content

Mathematics of Computation

Published by the American Mathematical Society since 1960 (published as Mathematical Tables and other Aids to Computation 1943-1959), Mathematics of Computation is devoted to research articles of the highest quality in computational mathematics.

ISSN 1088-6842 (online) ISSN 0025-5718 (print)

The 2020 MCQ for Mathematics of Computation is 1.78.

What is MCQ? The Mathematical Citation Quotient (MCQ) measures journal impact by looking at citations over a five-year period. Subscribers to MathSciNet may click through for more detailed information.

 

The Rayleigh quotient iteration and some generalizations for nonnormal matrices
HTML articles powered by AMS MathViewer

by B. N. Parlett PDF
Math. Comp. 28 (1974), 679-693 Request permission

Abstract:

The Rayleigh Quotient Iteration (RQI) was developed for real symmetric matrices. Its rapid local convergence is due to the stationarity of the Rayleigh Quotient at an eigenvector. Its excellent global properties are due to the monotonic decrease in the norms of the residuals. These facts are established for normal matrices. Both properties fail for nonnormal matrices and no generalization of the iteration has recaptured both of them. We examine methods which employ either one or the other of them.
References
  • Hendrik Jan Buurema, A geometric proof of convergence for the $QR$ method, Rijksuniversiteit te Groningen, Groningen, 1970. Doctoral dissertation, University of Groningen. MR 0383717
  • S. H. Crandall, Iterative procedures related to relaxation methods for eigenvalue problems, Proc. Roy. Soc. London Ser. A 207 (1951), 416–423. MR 42789, DOI 10.1098/rspa.1951.0129
  • P. Lancaster, A generalized Rayleigh quotient iteration for lambda-matrices, Arch. Rational Mech. Anal. 8 (1961), 309–322. MR 139262, DOI 10.1007/BF00277446
  • A. M. Ostrowski, On the convergence of the Rayleigh quotient iteration for the computation of the characteristic roots and vectors. I, Arch. Rational Mech. Anal. 1 (1957), no.Β 1, 233–241. MR 1553461, DOI 10.1007/BF00298007
  • W. Kahan, Inclusion Theorems for Clusters of Eigenvalues of Hermitian Matrices, Technical Report, Dept. of Computer Sci., University of Toronto, 1967.
  • B. N. Parlett and W. Kahan, On the convergence of a practical $\textrm {QR}$ algorithm. (With discussion), Information Processing 68 (Proc. IFIP Congress, Edinburgh, 1968) North-Holland, Amsterdam, 1969, pp.Β 114–118. MR 0255035
  • B. Parlett, Certain Matrix Eigenvalue Techniques Discussed from a Geometric Point of View, AERE Report 7168, Theor. Physics Div., AERE, Berkshire, England. Lord Rayleigh, The Theory of Sound, 2nd rev. ed., Macmillan, New York, 1937.
  • G. Temple, The accuracy of Rayleigh’s method of calculating the natural frequencies of vibrating systems, Proc. Roy. Soc. London Ser. A 211 (1952), 204–224. MR 46141, DOI 10.1098/rspa.1952.0034
  • J. H. Wilkinson, The algebraic eigenvalue problem, Clarendon Press, Oxford, 1965. MR 0184422
  • J. H. Wilkinson, Global convergence of tridiagonal $\textrm {QR}$ algorithm with origin shifts, Linear Algebra Appl. 1 (1968), 409–420. MR 234622, DOI 10.1016/0024-3795(68)90017-7
  • Marvin Marcus and Henryk Minc, A survey of matrix theory and matrix inequalities, Allyn and Bacon, Inc., Boston, Mass., 1964. MR 0162808
  • G. W. Stewart, Error and perturbation bounds for subspaces associated with certain eigenvalue problems, SIAM Rev. 15 (1973), 727–764. MR 348988, DOI 10.1137/1015095
Similar Articles
  • Retrieve articles in Mathematics of Computation with MSC: 65F15
  • Retrieve articles in all journals with MSC: 65F15
Additional Information
  • © Copyright 1974 American Mathematical Society
  • Journal: Math. Comp. 28 (1974), 679-693
  • MSC: Primary 65F15
  • DOI: https://doi.org/10.1090/S0025-5718-1974-0405823-3
  • MathSciNet review: 0405823