Abstract
In September 1991 J. W. Demmel and W. M. Kahan were awarded the second SIAM prize in numerical linear algebra for their paper ‘Accurate Singular Values of Bidiagonal Matrices’ [1], referred to as DK hereafter. Among several valuable results was the observation that the standard bidiagonal QR algorithm used in LINPACK [2], and in many other SVD programs, can be simplified when the shift is zero and, of greater importance, no subtractions occur. The last feature permits very small singular values to be found with (almost) all the accuracy permitted by the data and at no extra cost.
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References
J. Demmel and W. Kahan. Accurate singular values of bidiagonal matrices. SIAM J. Sci. Sta. Comput., 11, pp 873–912, 1990.
J.J. Dongarra, J.R. Bunch, C.B. Moler and G.W. Stewart. UNPACK User’ Guide. SIAM, Philadelphia, 1979.
K.V. Fernando and B.N. Parlett. Orthogonal Cholesky Algorithm. Technical Report, under preparation, Centre for Pure and Applied Mathematics, University of California at Berkeley, 1992.
K.V. Fernando and B.N. Parlett. QD algorithms for advanced architectures. Technical Report, under preparation, Centre for Pure and Applied Mathematics, University of California at Berkeley, 1992.
H. Rutishauser. Solution of eigenvalue problems with the LR-transformation. Nat Bur. Standards Appl. Math. Series, 49, pp 47–81, 1958.
H. Rutishauser and H.R. Schwarz. The LR transformation method for symmetric matrices. Numer. Math., 5, pp 273–289,1963.
H. Rutishauser. Lectures on Numerical Mathematics. Birkhauser, Boston, 1990.
H. Rutishauser. Ein infinitesimales Analogon zum Quotient en-Differenzen-Algorithmus. Arch. Math., 5, pp 132–137, 1954.
H. Rutishauser. Vorlesungen über numerische Mathematik. Birkhäuser, Basel, 1976.
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© 1993 Springer Science+Business Media Dordrecht
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Fernando, K.V., Parlett, B.N. (1993). Accurate Singular Values and Differential QD Algorithms. In: Moonen, M.S., Golub, G.H., De Moor, B.L.R. (eds) Linear Algebra for Large Scale and Real-Time Applications. NATO ASI Series, vol 232. Springer, Dordrecht. https://doi.org/10.1007/978-94-015-8196-7_32
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DOI: https://doi.org/10.1007/978-94-015-8196-7_32
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