Are dualities appropriate for duality theories in optimization?

Are dualities appropriate for duality theories in optimization?

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Article ID: iaor20104873
Volume: 47
Issue: 3
Start Page Number: 503
End Page Number: 525
Publication Date: Jul 2010
Journal: Journal of Global Optimization
Authors:
Keywords: duality
Abstract:

We raise some questions about duality theories in global optimization. The main one concerns the possibility to extend the use of conjugacies to general dualities for studying dual optimization problems. In fact, we examine whether dualities are the most general concepts to get duality results. We also consider the passage from a Lagrangian approach to a perturbational approach and the reverse passage in the framework of general dualities. Since a notion of subdifferential can be defined for any duality, it is natural to examine whether the familiar interpretation of multipliers as generalized derivatives of the performance function associated with a dualizing parameterization of the given problem is still valid in the general framework of dualities.

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