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Labeling-oriented non-dominated sorting is Θ(MN3)

  • Indian Institute of Information Technology Guwahati
  • ITMO University

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (ISBN)

1 Dyfyniad (Scopus)

Crynodeb

Non-dominated sorting is a common routine used in many evolutionary multiobjective algorithms to rank solutions based on the Pareto-dominance relation. Unlike many other problems appearing in evolutionary computation, this problem has a simple formal definition, a number of quite efficient algorithms to solve it, and is relatively well understood.
Unfortunately, a number of recent papers that propose new, and supposedly efficient, algorithms for non-dominated sorting, feature inaccurate analysis, leading to overly optimistic claims. In this paper we prove that a recent algorithm, called Labeling-Oriented Non-Dominated Sorting, or LONSA, has the worst-case running time of Θ(MN3), where N is the number of points and M is the number of objectives, which is much greater than the quadratic upper bound the authors claim. Our proof holds for all M ≥ 4 and essentially reduces LONSA to another algorithm, Deductive Sort, for which the hard test has been constructed before.
Iaith wreiddiolSaesneg
TeitlGECCO '21
Is-deitlProceedings of the Genetic and Evolutionary Computation Conference Companion
GolygyddionFrancisco Chicano
CyhoeddwrAssociation for Computing Machinery
Tudalennau189-190
Nifer y tudalennau2
ISBN (Argraffiad)9781450383516, 1450383513
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 08 Gorff 2021
Cyhoeddwyd yn allanolIe
DigwyddiadGECCO 2021 -Genetic and Evolutionary Computation Conference - Lille, Ffrainc
Hyd: 10 Gorff 202114 Gorff 2021

Cynhadledd

CynhadleddGECCO 2021 -Genetic and Evolutionary Computation Conference
Gwlad/TiriogaethFfrainc
DinasLille
Cyfnod10 Gorff 202114 Gorff 2021

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