Abstract
For a class of \(n\times n\) nonsingular almost row diagonally dominant \(Z\)-matrices and given adequate parameters, an efficient method to compute its \(\textit{LDU}\) decomposition with high relative accuracy is provided. It adds an additional cost of \({\fancyscript{O}}(n^2)\) elementary operations over the computational cost of Gaussian elimination. Numerical examples illustrate that the obtained \(\textit{LDU}\) decompositions are rank revealing, and comparisons with alternative procedures are included.
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References
Alfa, A.S., Xue, J., Ye, Q.: Entrywise perturbation theory for diagonally dominant M-matrices with applications. Numer. Math. 90, 401–414 (1999)
Alfa, A.S., Xue, J., Ye, Q.: Accurate computation of the smallest eigenvalue of a diagonally dominant M-matrix. Math. Comp. 71, 217–236 (2001)
Barreras, A., Peña, J.M.: Accurate and efficient LDU decomposition of diagonally dominant \(M\)-matrices. Electr. J. Linear Algebra 24, 153–167 (2012)
Demmel, J., Gu, M., Eisenstat, S., Slapnicar, I., Veselic, K., Drmac, Z.: Computing the singular value decomposition with high relative accuracy. Linear Algebra Appl. 299, 21–80 (1999)
Demmel, J., Koev, P.: Accurate SVDs of weakly diagonally dominant M-matrices. Numer. Math. 98, 99–104 (2004)
Demmel, J., Koev, P.: The accurate and efficient solution of a totally positive generalized Vandermonde linear system. SIAM J. Matrix Anal. Appl. 27, 142–152 (2005)
Gasca, M., Peña, J.M.: Total positivity and Neville elimination. Linear Algebra Appl. 165, 25–44 (1992)
Koev, P.: Accurate eigenvalues and SVDs of totally nonnegative matrices. SIAM J. Matrix Anal. Appl. 27, 1–23 (2005)
Peña, J.M.: LDU decompositions with L and U well conditioned. Electr. Trans. Numer. Anal. 18, 198–208 (2004)
Ye, Q.: Computing singular values of diagonally dominant matrices to high relative accuracy. Math. Comp. 77, 2195–2230 (2008)
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The authors wish to thank the anonymous referees for their valuable suggestions to improve the paper.
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Communicated by Michiel Hochstenbach.
Research partially supported by the Spanish Research Grant MTM2012-31544, by Gobierno de Aragón and Fondo Social Europeo.
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Barreras, A., Peña, J.M. Accurate and efficient \(\textit{LDU}\) decomposition of almost diagonally dominant Z-matrices. Bit Numer Math 54, 343–356 (2014). https://doi.org/10.1007/s10543-013-0461-1
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DOI: https://doi.org/10.1007/s10543-013-0461-1
Keywords
- \(\textit{LDU}\) decomposition
- Rank revealing decomposition
- Accuracy
- Z-matrices
- Almost diagonal dominance