---
_id: '46305'
abstract:
- lang: eng
  text: Hardness of Multi-Objective (MO) continuous optimization problems results
    from an interplay of various problem characteristics, e. g. the degree of multi-modality.
    We present a benchmark study of classical and diversity focused optimizers on
    multi-modal MO problems based on automated algorithm configuration. We show the
    large effect of the latter and investigate the trade-off between convergence in
    objective space and diversity in decision space.
author:
- first_name: J
  full_name: Rook, J
  last_name: Rook
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: C
  full_name: Grimme, C
  last_name: Grimme
citation:
  ama: 'Rook J, Trautmann H, Bossek J, Grimme C. On the Potential of Automated Algorithm
    Configuration on Multi-Modal Multi-Objective Optimization Problems. In: Fieldsend
    J, Wagner M, eds. <i>Proceedings of the Genetic and Evolutionary Computation Conference
    Companion</i>. GECCO ’22. Association for Computing Machinery; 2022:356–359. doi:<a
    href="https://doi.org/10.1145/3520304.3528998">10.1145/3520304.3528998</a>'
  apa: Rook, J., Trautmann, H., Bossek, J., &#38; Grimme, C. (2022). On the Potential
    of Automated Algorithm Configuration on Multi-Modal Multi-Objective Optimization
    Problems. In J. Fieldsend &#38; M. Wagner (Eds.), <i>Proceedings of the Genetic
    and Evolutionary Computation Conference Companion</i> (pp. 356–359). Association
    for Computing Machinery. <a href="https://doi.org/10.1145/3520304.3528998">https://doi.org/10.1145/3520304.3528998</a>
  bibtex: '@inproceedings{Rook_Trautmann_Bossek_Grimme_2022, place={New York, NY,
    USA}, series={GECCO ’22}, title={On the Potential of Automated Algorithm Configuration
    on Multi-Modal Multi-Objective Optimization Problems}, DOI={<a href="https://doi.org/10.1145/3520304.3528998">10.1145/3520304.3528998</a>},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference
    Companion}, publisher={Association for Computing Machinery}, author={Rook, J and
    Trautmann, Heike and Bossek, Jakob and Grimme, C}, editor={Fieldsend, J and Wagner,
    M.}, year={2022}, pages={356–359}, collection={GECCO ’22} }'
  chicago: 'Rook, J, Heike Trautmann, Jakob Bossek, and C Grimme. “On the Potential
    of Automated Algorithm Configuration on Multi-Modal Multi-Objective Optimization
    Problems.” In <i>Proceedings of the Genetic and Evolutionary Computation Conference
    Companion</i>, edited by J Fieldsend and M. Wagner, 356–359. GECCO ’22. New York,
    NY, USA: Association for Computing Machinery, 2022. <a href="https://doi.org/10.1145/3520304.3528998">https://doi.org/10.1145/3520304.3528998</a>.'
  ieee: 'J. Rook, H. Trautmann, J. Bossek, and C. Grimme, “On the Potential of Automated
    Algorithm Configuration on Multi-Modal Multi-Objective Optimization Problems,”
    in <i>Proceedings of the Genetic and Evolutionary Computation Conference Companion</i>,
    2022, pp. 356–359, doi: <a href="https://doi.org/10.1145/3520304.3528998">10.1145/3520304.3528998</a>.'
  mla: Rook, J., et al. “On the Potential of Automated Algorithm Configuration on
    Multi-Modal Multi-Objective Optimization Problems.” <i>Proceedings of the Genetic
    and Evolutionary Computation Conference Companion</i>, edited by J Fieldsend and
    M. Wagner, Association for Computing Machinery, 2022, pp. 356–359, doi:<a href="https://doi.org/10.1145/3520304.3528998">10.1145/3520304.3528998</a>.
  short: 'J. Rook, H. Trautmann, J. Bossek, C. Grimme, in: J. Fieldsend, M. Wagner
    (Eds.), Proceedings of the Genetic and Evolutionary Computation Conference Companion,
    Association for Computing Machinery, New York, NY, USA, 2022, pp. 356–359.'
date_created: 2023-08-04T07:14:24Z
date_updated: 2026-02-19T15:12:35Z
department:
- _id: '34'
- _id: '819'
doi: 10.1145/3520304.3528998
editor:
- first_name: J
  full_name: Fieldsend, J
  last_name: Fieldsend
- first_name: M.
  full_name: Wagner, M.
  last_name: Wagner
language:
- iso: eng
page: 356–359
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference Companion
publication_identifier:
  isbn:
  - '9781450392686'
publisher: Association for Computing Machinery
series_title: GECCO ’22
status: public
title: On the Potential of Automated Algorithm Configuration on Multi-Modal Multi-Objective
  Optimization Problems
type: conference
user_id: '14972'
year: '2022'
...