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Contact
Daniel M. Dunlavy
Senior Member of Technical Staff
dmdunla@sandia.gov
(505) 284-6092
Related Links
Department
Center
CSRI
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Research Interests
- Computational science, applied mathematics, and numerical analysis
- Optimization: nonlinear programming, homotopy methods, large-scale methods
- Numerical linear algebra: preconditioners, structured eigenvalue problems
- Informatics: vector space models, text summarization, tensor decompositions
- Protein structure prediction: energy minimization, stochastic methods
Current Research Projects
- Optimization
- Linear and Nonlinear Solvers
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Preconditioners for space-time formulations of transient problems [Andy Salinger]
- Applications: Informatics
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Tensor decompositions for informatics [Tammy Kolda]
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QCS: Query, Cluster, Summarize [Dianne O'Leary, John Conroy, Judith Schlesinger]
More research details
Recent Publications
- "QCS: A System for Querying, Clustering and Summarizing Documents."
Daniel M. Dunlavy, Dianne P. O'Leary, John M. Conroy, and Judith D. Schlesinger.
Information Processing & Management,
in press (accepted October 2006).
[Abstract]
[Preprint PDF]
- "Formulations for Surrogate-Based Optimization with Data Fit, Multifidelity, and Reduced-Order Models."
Michael S. Eldred and Daniel M Dunlavy. AIAA-2006-7117,
Proceedings of the 11th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference,
September 2006.
[Abstract]
[PDF]
- "Multilinear Algebra for Analyzing Data with Multiple Linkages."
Daniel M. Dunlavy, Tamara G. Kolda, and W. Philip Kegelmeyer.
Sandia National Laboratories Technical Report, SAND2006-2079,
April 2006.
[Abstract]
[PDF]
- "Homotopy Optimization Methods for Global Optimization."
Daniel M. Dunlavy and Dianne P. O'Leary.
Sandia National Laboratories Technical Report, SAND2005-7495,
December 2005.
[Abstract]
[PDF]
- "HOPE: A Homotopy Optimization Method for Protein Structure Prediction."
Daniel M. Dunlavy, Dianne P. O'Leary, Dmitri Klimov and D. Thirumalai.
Journal of Computational Biology,
12(10):1275-1288, December 2005.
[Abstract]
[PDF]
More publication details
Recent/Upcoming Presentations
- "Global Optimization: For Some Problems, There's HOPE."
Ninth Copper Mountain Conference on Iterative Methods,
Copper Mountain, CO, April 2006.
[PPT]
- "Preconditioners for the Space-Time Solution of Large-Scale PDE Applications"
SIAM Conference on Parallel Processing,
San Francisco, CA, February 2006.
[PPT]
More presentation details
Current Software Development
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DAKOTA: surrogate-based optimization
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Trilinos: space-time preconditioners for PDEs
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QCS: information retrieval, clustering, and summarization tool
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HOPE: homotopy optimization for unconstrained problems
More software details
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Danny
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