Abstract
An error analysis result is given for classical Gram-Schmidt factorization of a full rank matrix A into A = QR where Q is left orthogonal (has orthonormal columns) and R is upper triangular. The work presented here shows that the computed R satisfies R T R = A T A + E where E is an appropriately small backward error, but only if the diagonals of R are computed in a manner similar to Cholesky factorization of the normal equations matrix. At the end of the article, implications for classical Gram-Schmidt with reorthogonalization are noted. A similar result is stated in Giraud et al. (Numer Math 101(1):87-100, 2005). However, for that result to hold, the diagonals of R must be computed in the manner recommended in this work.
| Original language | English (US) |
|---|---|
| Pages (from-to) | 299-313 |
| Number of pages | 15 |
| Journal | Numerische Mathematik |
| Volume | 105 |
| Issue number | 2 |
| DOIs | |
| State | Published - Dec 2006 |
All Science Journal Classification (ASJC) codes
- Computational Mathematics
- Applied Mathematics
Fingerprint
Dive into the research topics of 'A note on the error analysis of classical Gram-Schmidt'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver