Sensitivity Analysis in Convex Optimization through the Circatangent Derivative

The main goal of this paper is to analyse the sensitivity of a vector convex optimization problem according to variations in the right-hand side. We measure the quantitative behavior of a certain set of Pareto optimal points characterized to become minimum when the objective function is composed wit...

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Veröffentlicht in:Journal of optimization theory and applications 2015-05, Vol.165 (2), p.420-438
Hauptverfasser: García, F., Padial, M. A. Melguizo
Format: Artikel
Sprache:eng
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Zusammenfassung:The main goal of this paper is to analyse the sensitivity of a vector convex optimization problem according to variations in the right-hand side. We measure the quantitative behavior of a certain set of Pareto optimal points characterized to become minimum when the objective function is composed with a positive function. Its behavior is analysed quantitatively using the circatangent derivative for set-valued maps. Particularly, it is shown that the sensitivity is closely related to a Lagrange multiplier solution of a dual program.
ISSN:0022-3239
1573-2878
DOI:10.1007/s10957-014-0609-4