Abstract
We consider the efficient implementation of the Cholesky solution of
symmetric positive-definite dense linear systems of equations using
packed storage. We take the same starting point as that of LINPACK and
LAPACK, with the upper (or lower) triangular part of the matrix being
stored by columns. Following LINPACK and LAPACK, we overwrite the given
matrix by its Cholesky factor. We consider the use of a hybrid format
in which blocks of the matrices are held contiguously and compare this
to the present LAPACK code. Code based on this format has the storage
advantages of the present code, but substantially outperforms it.
Furthermore, it compares favourably to using conventional full format
(LAPACK) and using the recursive format of Andersen, Gustavson, and
Wa{\$\backslash\$'{s}}niewski.
| Original language | English |
|---|---|
| Journal | A C M Transactions on Mathematical Software |
| Volume | 31 |
| Issue number | 2 |
| Pages (from-to) | 201-227 |
| ISSN | 0098-3500 |
| DOIs | |
| Publication status | Published - Jun 2005 |
Keywords
- algorithms
- performance
- BLAS
- real symmetric matrices
- complex Hermitian matrices
- positive-definite matrices
- Cholesky factorization and solution
- recursive algorithms
- novel packed-matrix data structures
- linear systems of equations
Fingerprint
Dive into the research topics of 'A Fully Portable High Performance Minimal Storage Hybrid Format Cholesky Algorithm'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver