Structured matrix computations
Abstract
We consider matrix groups defined in terms of scalar products. Examples of interest include the groups of
- complex orthogonal,
- real, complex, and conjugate symplectic,
- real perplectic,
- real and complex pseudo-orthogonal,
- pseudo-unitary
matrices. We
- Construct a variety of transformations belonging to these groups that imitate the actions of Givens rotations, Householder reflectors, and Gauss transformations.
- Describe applications for these structured transformations, including to generating random matrices in the groups.
- Show how to exploit group structure when computing the polar decomposition, the matrix sign function and the matrix square root on these matrix groups.
This talk is based on recent joint work with N. Mackey, D. S. Mackey, and N. J. Higham.