2024
Remark on Algorithm 1012: Computing Projections with Large Datasets.
ACM Trans. Math. Softw., June, 2024
A Bilevel Optimization Framework for Imbalanced Data Classification.
CoRR, 2024
A Unified Funnel Restoration SQP Algorithm.
CoRR, 2024
2023
Binary Control Pulse Optimization for Quantum Systems.
Quantum, January, 2023
Binary optimal control by trust-region steepest descent.
Math. Program., January, 2023
Learning Symbolic Expressions: Mixed-Integer Formulations, Cuts, and Heuristics.
INFORMS J. Comput., 2023
Robust A-Optimal Experimental Design for Bayesian Inverse Problems.
CoRR, 2023
2022
A Mixed-Integer PDE-Constrained Optimization Formulation for Electromagnetic Cloaking.
SIAM J. Sci. Comput., 2022
Stochastic Learning Approach for Binary Optimization: Application to Bayesian Optimal Design of Experiments.
SIAM J. Sci. Comput., 2022
Sequential Linearization Method for Bound-Constrained Mathematical Programs with Complementarity Constraints.
SIAM J. Optim., 2022
Modeling design and control problems involving neural network surrogates.
Comput. Optim. Appl., 2022
2021
A Bilevel Approach for Identifying the Worst Contingencies for Nonconvex Alternating Current Power Systems.
SIAM J. Optim., 2021
Minotaur: a mixed-integer nonlinear optimization toolkit.
Math. Program. Comput., 2021
A solution framework for linear PDE-constrained mixed-integer problems.
Math. Program., 2021
Joint ptycho-tomography with deep generative priors.
Mach. Learn. Sci. Technol., 2021
A method for convex black-box integer global optimization.
J. Glob. Optim., 2021
Practical algorithms for multivariate rational approximation.
Comput. Phys. Commun., 2021
BROOD: Bilevel and Robust Optimization and Outlier Detection for Efficient Tuning of High-Energy Physics Event Generators.
CoRR, 2021
Stochastic Learning Approach to Binary Optimization for Optimal Design of Experiments.
CoRR, 2021
Convergence of sum-up rounding schemes for cloaking problems governed by the Helmholtz equation.
Comput. Optim. Appl., 2021
MINLP formulations for continuous piecewise linear function fitting.
Comput. Optim. Appl., 2021
Compact representations of structured BFGS matrices.
Comput. Optim. Appl., 2021
2020
An augmented Lagrangian filter method.
Math. Methods Oper. Res., 2020
A survey of nonlinear robust optimization.
INFOR Inf. Syst. Oper. Res., 2020
Pufferscale: Rescaling HPC Data Services for High Energy Physics Applications.
Proceedings of the 20th IEEE/ACM International Symposium on Cluster, 2020
2019
Simultaneous Sensing Error Recovery and Tomographic Inversion Using an Optimization-Based Approach.
SIAM J. Sci. Comput., 2019
Multivariate Rational Approximation.
CoRR, 2019
2017
A Mathematical Programming- and Simulation-Based Framework to Evaluate Cyberinfrastructure Design Choices.
Proceedings of the 13th IEEE International Conference on e-Science, 2017
2016
Optimization-Based Approach for Joint X-Ray Fluorescence and Transmission Tomographic Inversion.
SIAM J. Imaging Sci., 2016
Doing Moore with Less - Leapfrogging Moore's Law with Inexactness for Supercomputing.
CoRR, 2016
A two-level approach to large mixed-integer programs with application to cogeneration in energy-efficient buildings.
Comput. Optim. Appl., 2016
Overcoming the power wall by exploiting inexactness and emerging COTS architectural features: Trading precision for improving application quality.
Proceedings of the 29th IEEE International System-on-Chip Conference, 2016
A multilevel approach for a class of semidefinite programs.
Proceedings of the 2016 American Control Conference, 2016
2015
An Active-Set Method for Second-Order Conic-Constrained Quadratic Programming.
SIAM J. Optim., 2015
Optimal response to epidemics and cyber attacks in networks.
Networks, 2015
Optimal scheduling of in-situ analysis for large-scale scientific simulations.
Proceedings of the International Conference for High Performance Computing, 2015
Visualizing and Improving the Robustness of Phase Retrieval Algorithms.
Proceedings of the International Conference on Computational Science, 2015
2014
Addressing failures in exascale computing.
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Int. J. High Perform. Comput. Appl., 2014
Adaptively refined dynamic program for linear spline regression.
Comput. Optim. Appl., 2014
Machine-Learning-Based Load Balancing for Community Ice Code Component in CESM.
Proceedings of the High Performance Computing for Computational Science - VECPAR 2014 - 11th International Conference, Eugene, OR, USA, June 30, 2014
The Heuristic Static Load-Balancing Algorithm Applied to the Community Earth System Model.
Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops, 2014
2013
TACO: a toolkit for AMPL control optimization.
Math. Program. Comput., 2013
On branching rules for convex mixed-integer nonlinear optimization.
ACM J. Exp. Algorithmics, 2013
Fast response to infection spread and cyber attacks on large-scale networks.
J. Complex Networks, 2013
Mixed-integer nonlinear optimization.
Acta Numer., 2013
Unsupervised cell identification on multidimensional X-ray fluorescence datasets.
Proceedings of the Special Interest Group on Computer Graphics and Interactive Techniques Conference, 2013
A New Perspective on Convex Relaxations of Sparse SVM.
Proceedings of the 13th SIAM International Conference on Data Mining, 2013
2012
A pivoting algorithm for linear programming with linear complementarity constraints.
Optim. Methods Softw., 2012
A nonmonotone filter method for nonlinear optimization.
Comput. Optim. Appl., 2012
Heuristic static load-balancing algorithm applied to the fragment molecular orbital method.
Proceedings of the SC Conference on High Performance Computing Networking, 2012
2011
Special Section: 2010 Copper Mountain Conference.
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SIAM J. Sci. Comput., 2011
Concrete Structure Design using Mixed-Integer Nonlinear Programming with Complementarity Constraints.
SIAM J. Optim., 2011
Optimal response to attacks on the open science grid.
Comput. Networks, 2011
2010
Solving multi-leader-common-follower games.
Optim. Methods Softw., 2010
FilMINT: An Outer Approximation-Based Solver for Convex Mixed-Integer Nonlinear Programs.
INFORMS J. Comput., 2010
2009
Generalized Outer Approximation.
Proceedings of the Encyclopedia of Optimization, Second Edition, 2009
A Complementarity Constraint Formulation of Convex Multiobjective Optimization Problems.
INFORMS J. Comput., 2009
2008
Global and Finite Termination of a Two-Phase Augmented Lagrangian Filter Method for General Quadratic Programs.
SIAM J. Sci. Comput., 2008
2006
Interior Methods for Mathematical Programs with Complementarity Constraints.
SIAM J. Optim., 2006
Local Convergence of SQP Methods for Mathematical Programs with Equilibrium Constraints.
SIAM J. Optim., 2006
A Trust-Region Algorithm for Global Optimization.
Comput. Optim. Appl., 2006
Leader-Follower Equilibria for Electric Power and NO<sub> <i>x</i> </sub> Allowances Markets.
Comput. Manag. Sci., 2006
2005
The penalty interior-point method fails to converge.
Optim. Methods Softw., 2005
Foreword: Special Issue on Deterministic Global Optimization and Applications.
Math. Program., 2005
2004
A Multidimensional Filter Algorithm for Nonlinear Equations and Nonlinear Least-Squares.
SIAM J. Optim., 2004
On the global minimization of the value-at-risk.
Optim. Methods Softw., 2004
Solving mathematical programs with complementarity constraints as nonlinear programs.
Optim. Methods Softw., 2004
Nonlinear programming: theory and practice.
Math. Program., 2004
2003
Constrained Nonlinear Programming for Volatility Estimation with GARCH Models.
SIAM Rev., 2003
2002
On the Global Convergence of a Filter--SQP Algorithm.
SIAM J. Optim., 2002
Global Convergence of a Trust-Region SQP-Filter Algorithm for General Nonlinear Programming.
SIAM J. Optim., 2002
Nonlinear programming without a penalty function.
Math. Program., 2002
2001
Integrating SQP and Branch-and-Bound for Mixed Integer Nonlinear Programming.
Comput. Optim. Appl., 2001
1998
Numerical Experience with Lower Bounds for MIQP Branch-And-Bound.
SIAM J. Optim., 1998
1994
Solving mixed integer nonlinear programs by outer approximation.
Math. Program., 1994