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First and second order analysis of nonlinear semidefinite programs
Authors:Alexander Shapiro
Affiliation:(1) School of Industrial and Systems Engineering, Georgia Institute of Technology, 30332-0205 Atlanta, GA, USA
Abstract:
In this paper we study nonlinear semidefinite programming problems. Convexity, duality and first-order optimality conditions for such problems are presented. A second-order analysis is also given. Second-order necessary and sufficient optimality conditions are derived. Finally, sensitivity analysis of such programs is discussed.
Keywords:Semidefinite programming  Cone constraints  Convex programming  Duality  Second-order optimality conditions  Tangent cones  Optimal value function  Sensitivity analysis
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