Robert A. van de Geijn
Professor
- Department of Computer Sciences
- and
- Texas Institute for Computational Engineering and Sciences (ICES)
- The University of Texas at Austin
- Austin, TX 78712
- Office: GDC 5.704
- Phone: (512) 471-9720
- Fax: (512) 471-8885
- e-mail: rvdg@cs.utexas.edu
- URL: http://www.cs.utexas.edu/users/rvdg
- ACM Digital Library Profile
- Google Scholar Profile
- ResearchGate Profile
B.S. in Mathematics and Computer Science (1981)
University of Wisconsin-Madison
Ph.D. in
Applied Mathematics (1987)
University of Maryland College Park
Areas of Interest
Formal derivation of algorithms, mechanical generation of libraries,
numerical analysis, parallel supercomputing, scientific computing,
high-performance linear algebra libraries.
Summary of Research
The advent of architectures with multi-level memories, including
caches, shared memories, and distributed memories, has forced a
re-evaluation of how linear algebra libraries are developed.
Surprisingly, we have found that the key to the development of
high-performance linear algebra libraries for such architectures is
the application of formal derivation methods from computer science.
As part of the Formal Linear Algebra Methods Environment (FLAME), we
have demonstrated that proof of correctness can be established
hand-in-hand with the derivation of families of algorithms for a given
linear algebra operation. By coding the resulting library using an
API so that the code resembles the algorithm, the correctness of the
algorithm implies the correctness of the implementation. The
methodology has been demonstrated to apply to essentially all
operations covered by the BLAS, LAPACK, and beyond.
We believe the methodology is sufficiently systematic that is can
be automated, including cost and stability analyses.
Curriculum Vitae
More Information about our Graduate Programs
Current Projects
Publications
For recent publications,
see the
FLAME Publication Webpage
Or, see my Google Scholar Profile
(I suggest you click on "Year" to order them most recent first.)
Current and Former Students