In discrete convex analysis, the scaling and proximity properties for the class of L♮-convex functions were established more than a decade ago and have been used to design efficient minimization algorithms. For the larger class of integrally convex functions of n variables, we show here that the scaling property only holds when n≤2, while a proximity theorem can be established for any n, but only with a superexponential bound. This is, however, sufficient to extend the classical logarithmic complexity result for minimizing a discrete convex function of one variable to the case of integrally convex functions of any fixed number of variables.
Scaling, proximity, and optimization of integrally convex functions / Moriguchi, Satoko; Murota, Kazuo; Tamura, Akihisa; Tardella, Fabio. - In: MATHEMATICAL PROGRAMMING. - ISSN 0025-5610. - STAMPA. - 175:(2019), pp. 119-154. [10.1007/s10107-018-1234-z]
Scaling, proximity, and optimization of integrally convex functions
Tardella, FabioMembro del Collaboration Group
2019
Abstract
In discrete convex analysis, the scaling and proximity properties for the class of L♮-convex functions were established more than a decade ago and have been used to design efficient minimization algorithms. For the larger class of integrally convex functions of n variables, we show here that the scaling property only holds when n≤2, while a proximity theorem can be established for any n, but only with a superexponential bound. This is, however, sufficient to extend the classical logarithmic complexity result for minimizing a discrete convex function of one variable to the case of integrally convex functions of any fixed number of variables.File | Dimensione | Formato | |
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