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 |
|---|---|
| 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