Monomial tropical cones for multicriteria optimization

preprint2020arXivOpen access

Abstract

We present an algorithm to compute all nn nondominated points of a multicriteria discrete optimization problem with dd objectives using at most O(n⌊d/2⌋)\mathcal{O}(n^{\lfloor d/2 \rfloor}) scalarizations. The method is similar to algorithms by Przybylski et al. (2010) and by Klamroth et al. (2015) with the same complexity. As a difference, our method employs a tropical convex hull computation, and it exploits a particular kind of duality which is special for the tropical cones arising. This duality can be seen as a generalization of the Alexander duality of monomial ideals.

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