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Monomial tropical cones for multicriteria optimization

Authors: Michael Joswig; Georg Loho;

Monomial tropical cones for multicriteria optimization

Abstract

We present an algorithm to compute all $n$ nondominated points of a multicriteria discrete optimization problem with $d$ objectives using at most $\mathcal{O}(n^{\lfloor d/2 \rfloor})$ 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.

19 pages, 2 figures; discussed further related work

Country
United Kingdom
Keywords

monomial ideals, discrete multicriteria optimization, tropical convexity, Mathematics - Commutative Algebra, Commutative Algebra (math.AC), Applications of tropical geometry, Optimization and Control (math.OC), FOS: Mathematics, 90C29, 14T05, 13D02, Mathematics - Combinatorics, Combinatorics (math.CO), Mathematics - Optimization and Control, Multi-objective and goal programming

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    popularity
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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
5
Top 10%
Average
Average
Green
bronze