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.
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 wreiddiol | Saesneg |
|---|---|
| Teitl | GECCO '21 |
| Is-deitl | Proceedings of the Genetic and Evolutionary Computation Conference Companion |
| Golygyddion | Francisco Chicano |
| Cyhoeddwr | Association for Computing Machinery |
| Tudalennau | 189-190 |
| Nifer y tudalennau | 2 |
| ISBN (Argraffiad) | 9781450383516, 1450383513 |
| Dynodwyr Gwrthrych Digidol (DOIs) | |
| Statws | Cyhoeddwyd - 08 Gorff 2021 |
| Cyhoeddwyd yn allanol | Ie |
| Digwyddiad | GECCO 2021 -Genetic and Evolutionary Computation Conference - Lille, Ffrainc Hyd: 10 Gorff 2021 → 14 Gorff 2021 |
Cynhadledd
| Cynhadledd | GECCO 2021 -Genetic and Evolutionary Computation Conference |
|---|---|
| Gwlad/Tiriogaeth | Ffrainc |
| Dinas | Lille |
| Cyfnod | 10 Gorff 2021 → 14 Gorff 2021 |
Ôl bys
Gweld gwybodaeth am bynciau ymchwil 'Labeling-oriented non-dominated sorting is Θ(MN3)'. Gyda’i gilydd, maen nhw’n ffurfio ôl bys unigryw.Dyfynnu hyn
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