Abstract
We describe and analyze a novel symmetric triangular factorization algorithm. The algorithm is essentially a block version of Aasen's triangular tridiagonalization. It factors a dense symmetric matrix A as the product A = PLTLT PT , where P is a permutation matrix, L is lower triangular, and T is block tridiagonal and banded. The algorithm is the first symmetric-indefinite communication-avoiding factorization: it performs an asymptotically optimal amount of communication in a two-level memory hierarchy for almost any cache-line size. Adaptations of the algorithm to parallel computers are likely to be communication efficient as well; one such adaptation has been recently published. The current paper describes the algorithm, proves that it is numerically stable, and proves that it is communication optimal.
Original language | English |
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Pages (from-to) | 1364-1406 |
Number of pages | 43 |
Journal | SIAM Journal on Matrix Analysis and Applications |
Volume | 35 |
Issue number | 4 |
DOIs | |
State | Published - 2014 |
Keywords
- Aasen's factorization
- Communication-avoiding algorithms
- Symmetric-indefinite matrices