UNIVERSITY OF COLORADO AT DENVER
PLACE: Mathematics Conference Room 626 UCD Building, 1250 14th St., Denver
TIME: NOON (Refreshments served at 11:45 am)
DATE: April 17, 2000
Zlatko Drmac
Department of Mathematics
University of Zagreb
Croatia
Title:
Perturbation theory and iterative symmetric eigensolvers
Abstract:
To find only a few eigenpairs of large symmetric matrix, one
usually constructs a sequence of low-dimensional subspaces and
hopes to approximate the target eigenpairs from these subspaces.
To be successful in designing efficient algorithms, one needs to
know
(i) how good is the current subspace, e.g. how accurate are the
Ritz pairs
(ii) how to enrich the current subspace with directions close to the
target vectors
(iii) how to compute accurate Rayleigh quotient matrix and the
Ritz pairs in finite precision arithmetic.
Sharp computable bounds assure fast convergence, good stopping
criterion and accurate approximations. We discuss these issues in the
framework of the perturbation theory. We also show how the perturbation
theory approach sheds a new light on some well-known methods and
improves the understandig of their behaviour.