Abstract
This work introduces a new perturbation bound for the L factor of the LDU factorization of (row) diagonally dominant matrices computed via the column diagonal dominance pivoting strategy. This strategy yields L and U factors which are always well-conditioned and, so, the LDU factorization is guaranteed to be a rank-revealing decomposition. The new bound together with those for the D and U factors in [F. M. Dopico and P. Koev, Numer. Math., 119(2011), pp. 337-371] establish that if diagonally dominant matrices are parameterized via their diagonally dominant parts and off-diagonal entries, then tiny relative componentwise perturbations of these parameters produce tiny relative normwise variations of L and U and tiny relative entrywise variations of D when column diagonal dominance pivoting is used. These results will allow us to prove in a follow-up work that such perturbations also lead to strong perturbation bounds for many other problems involving diagonally dominant matrices.
Original language | English |
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Pages (from-to) | 904-930 |
Number of pages | 27 |
Journal | SIAM Journal on Matrix Analysis and Applications |
Volume | 35 |
Issue number | 3 |
DOIs | |
State | Published - 2014 |
Bibliographical note
Publisher Copyright:© 2014 Society for Industrial and Applied Mathematics.
Funding
Funders | Funder number |
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National Stroke Foundation | DMS-1318633 |
National Science Foundation Arctic Social Science Program | |
Directorate for Mathematical and Physical Sciences | 1318633 |
Directorate for Mathematical and Physical Sciences |
Keywords
- Accurate computations
- Column diagonal dominance pivoting
- Diagonally dominant matrices
- Diagonally dominant parts
- LDU factorization
- Rank-revealing decomposition
- Relative perturbation theory
ASJC Scopus subject areas
- Analysis