Publication result detail

Benchmarking Seven Multi-objective Optimization Methods from the PlatEMO Platform on the bbob-biobj Test Suite

IBEHEJ, D.; KŮDELA, J.

Original Title

Benchmarking Seven Multi-objective Optimization Methods from the PlatEMO Platform on the bbob-biobj Test Suite

English Title

Benchmarking Seven Multi-objective Optimization Methods from the PlatEMO Platform on the bbob-biobj Test Suite

Type

Paper in proceedings (conference paper)

Original Abstract

In this paper, we propose a comparative benchmark of seven multiobjective optimization methods from the PlatEMO platform using the COCO framework for performance assessment and the bi-objective test suite bbob-biobj. A mix of both standard methods and newer techniques from various sources that were implemented in the PlatEMO framework was selected for the comparison. We find that although the selected methods were overall mostly inferior to the top-performing methods from the bbob-biobj data archive, they performed quite well in certain computational budget ranges and specific function subgroups.

English abstract

In this paper, we propose a comparative benchmark of seven multiobjective optimization methods from the PlatEMO platform using the COCO framework for performance assessment and the bi-objective test suite bbob-biobj. A mix of both standard methods and newer techniques from various sources that were implemented in the PlatEMO framework was selected for the comparison. We find that although the selected methods were overall mostly inferior to the top-performing methods from the bbob-biobj data archive, they performed quite well in certain computational budget ranges and specific function subgroups.

Keywords

Benchmarking; Black-box optimization; Multiobjective methods; PlatEMO platform

Key words in English

Benchmarking; Black-box optimization; Multiobjective methods; PlatEMO platform

Authors

IBEHEJ, D.; KŮDELA, J.

RIV year

2026

Released

11.08.2025

Publisher

Association for Computing Machinery, Inc

ISBN

9798400714641

Book

Gecco 2025 Companion Proceedings of the 2025 Genetic and Evolutionary Computation Conference Companion

Pages from

1883

Pages to

1890

Pages count

8

BibTex

@inproceedings{BUT200141,
  author="David {Ibehej} and Jakub {Kůdela}",
  title="Benchmarking Seven Multi-objective Optimization Methods from the PlatEMO Platform on the bbob-biobj Test Suite",
  booktitle="Gecco 2025 Companion Proceedings of the 2025 Genetic and Evolutionary Computation Conference Companion",
  year="2025",
  pages="1883--1890",
  publisher="Association for Computing Machinery, Inc",
  doi="10.1145/3712255.3734349",
  isbn="9798400714641"
}