pGlobal optimization of complementary
convex programs
nA complementary
convex program (CCP) is a very challenging constrained optimization problem which is almost a convex program
except for a special disjunctive
constraint. A major source of a CCP
occurs in bi-level or inverse convex programming that includes the problem of parameter identification in convex minimization. Our research focuses on the development of
efficient algorithms to compute
a globally optimal solution to a CCP if it exists and to provide a certificate
otherwise. Hierarchical decision making and cross validation in data mining are two areas where
the methodology is being applied.
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pComputation of engineering and
economic equilibria
nEquilibrium
is a pervasive phenomenon in engineering and economics. The fundamental economic principle of supply
balancing demand is a simple example of a market system in equilibrium. The resolution of conflicts among multiple
agents with selfish
objectives requires the notion of an equilibrium of a game. Our
research
focuses on the modeling, computation, and analysis of equilibrium problems arising from complex engineering
and economics systems such as, electricity markets, communication networks,
supply chains, oligopolistic production systems, and transportation.
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