[BANANA] LA/Opt seminar Wed April 30 (Sherry Li)
Michael A. Saunders
saunders at stanford.edu
Mon Apr 28 10:06:56 PDT 2008
Linear Algebra and Optimization Seminar (CME510)
iCME, Stanford University
http://icme.stanford.edu/seminars/seminars.php
4:15pm Wed April 30, 2008
Room GESB 134 (Green Earth Sciences Building)
Dr Xiaoye Sherry Li
Computational Research Division, LBNL
and Computer Science Division, UC Berkeley
http://crd.lbl.gov/~xiaoye/
Precise Solutions for Linear Systems and Least Squares Problems
We present the algorithms, error bounds, and numerical results of
extra-precise iterative refinement for linear systems and linear least
squares problems. The algorithms require only limited use of extra
precision and add only O(n^2) work to the O(n^3) cost of LU, or O(m n)
work to the O(m n^2) cost of QR. Our algorithms reduce the forward
normwise and componentwise errors to O(epsilon) unless the system is
too ill-conditioned. The extra precision is facilitated by the new
extended-precision BLAS standard in a portable way, and the algorithms
will be included in a future release of (Sca)LAPACK.
Joint work with James Demmel, Yozo Hida, Jason Riedy, and Meghana
Vishvanath of UC Berkeley.
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