Research Interests:
Interior-point methods for large-scale nonlinear nonconvex problems,
derivative-free optimization, support vector machines
Education:
Upcoming papers:
- Asynchronous parallel generating set search for linearly-constrained
optimization (with T. G. Kolda), Sandia National Laboratories Technical
Report, in preparation.
-
Trust-region solvers for large-scale interior-point methods (with
J. B. Erway and P. E. Gill), UC San Diego Department of Mathematics,
Technical Report NA-06-02.
- Iterative solution of augmented systems arising in interior methods
(with A. Forsgren and P. E. Gill), submitted to SIAM Journal on Optimization,
January 2006.
- Support vector machine classifiers for large data sets (with
M. E. Gertz), submitted to Computational Optimization and Applications
Journal, October 2005.
Recent Software:
- NAPPSPACK - A C++ derivative-free software package for nonlinearly constrained optimization using
APPSPACK.
- APPSPACK - A
C++ derivative-free optimization package.
- IOTR -
An interior-point algorithm implemented in C++ for nonlinear nonconvex
optimization problems.
- SNOPT -
A Fortran software package for large-scale nonlinear programming.
Student version of mex interface available
here.
- SvmPcg- A C++ module to be used in conjunction with
OOQP
for solving large-scale support vector machine classifier problems.
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Conferences:
-
Minisymposium talk: Parallel asynchronous derivative-free optimization with nonlinear constraints,
INFORMS Annual Meeting ,
Pittsburgh, Pennsylvania, November 5--8, 2006
-
Minisymposium talk: An asynchronous parallel derivative-free
algorithm for handling general constraints,
Second International Congress on Mathematical Software ,
Spain, September 1--3, 2006.
-
Minisymposium talk: An asynchronous parallel derivative-free
algorithm for handling general constraints,
SIAM Annual Meeting , Boston,
Massachusetts, July 10--14, 2006.
-
Minisymposium talk: An asynchronous parallel derivative-free
algorithm for handling general constraints,
Ninth Copper Mountain Conference on Iterative Methods , Copper Mountain, Colorado, Apr. 2--7, 2006.
-
Technical talk: A parallel, asynchronous method for
derivative-free nonlinear programming,
Seventh Bay Area Scientific Computing Day , Livermore, California, March 4, 2006.
- Minisymposium talk: Asynchronous parallel pattern search in the
context of a globally convergent augmented lagrangian method,
12th SIAM
Conference on Parallel Processing for Scientific Computing , San Francisco,
California, February 22-24, 2006.
- Minisymposium talk: Trust-region methods for systems arising
in interior-point methods, 8th SIAM conference
on optimization , Stockholm, Sweden, May 15-19, 2005
- Contributed talk: Iterative methods for systems arising in
interior point methods, International
conference on continuous optimization (ICCOPT) I , Rensselaer Polytechnic Institute,
New York, August 2-4, 2004.
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