Piece adding technique for convex maximization problems

In this article we provide an algorithm, where to escape from a local maximum y of convex function f over D , we (locally) solve piecewise convex maximization max{min{ f ( x ) − f ( y ), p y ( x )} | x ∈ D } with an additional convex function p y (·). The last problem can be seen as a strictly conve...

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Veröffentlicht in:Journal of global optimization 2010-12, Vol.48 (4), p.583-593
Hauptverfasser: Fortin, Dominique, Tseveendorj, Ider
Format: Artikel
Sprache:eng
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Zusammenfassung:In this article we provide an algorithm, where to escape from a local maximum y of convex function f over D , we (locally) solve piecewise convex maximization max{min{ f ( x ) − f ( y ), p y ( x )} | x ∈ D } with an additional convex function p y (·). The last problem can be seen as a strictly convex improvement of the standard cutting plane technique for convex maximization. We report some computational results, that show the algorithm efficiency.
ISSN:0925-5001
1573-2916
DOI:10.1007/s10898-009-9506-z