---
_id: '48896'
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: Jeroen
  full_name: Rook, Jeroen
  last_name: Rook
- first_name: Heike
  full_name: Trautmann, Heike
  last_name: Trautmann
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Christian
  full_name: Grimme, Christian
  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: <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. <i>Proceedings of the Genetic and Evolutionary Computation Conference
    Companion</i>, 356–359. <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, Jeroen
    and Trautmann, Heike and Bossek, Jakob and Grimme, Christian}, year={2022}, pages={356–359},
    collection={GECCO’22} }'
  chicago: 'Rook, Jeroen, Heike Trautmann, Jakob Bossek, and Christian 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>, 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, Jeroen, 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>, 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: Proceedings of the Genetic
    and Evolutionary Computation Conference Companion, Association for Computing Machinery,
    New York, NY, USA, 2022, pp. 356–359.'
date_created: 2023-11-14T15:59:00Z
date_updated: 2023-12-13T10:50:24Z
department:
- _id: '819'
doi: 10.1145/3520304.3528998
extern: '1'
keyword:
- configuration
- multi-modality
- multi-objective optimization
language:
- iso: eng
page: 356–359
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference Companion
publication_identifier:
  isbn:
  - 978-1-4503-9268-6
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: '102979'
year: '2022'
...
---
_id: '58767'
abstract:
- lang: eng
  text: "\tSince the Tractarian ontology was only a formal presentation of our language
    and thinking (of everything intelligible), not metaphysics, its claims that the
    propositions are constructed (4.5), and that “a proposition constructs a world”
    (4.023) indicate the legitimacy of its reconstruction we are going to make in
    the present chapter. It discusses Wittgenstein’s constructivist ontology of ways.
    Wittgenstein’s ways are different both from modi and from tropes. In short, his
    ontology of ways explores the manners in which the elements of one basic ontological
    system can arranged to produce ontological systems of higher order. The advantage
    of this ontology is that it suggests an elegant solution to the problem of constructing
    ontological systems of new order, such as states of affairs, thinking, language,
    logic and works of art. "
author:
- first_name: Nikolay
  full_name: Milkov, Nikolay
  id: '357'
  last_name: Milkov
citation:
  ama: 'Milkov N. Wittgenstein’s Ways. In: Da Costa N, Shyam Wuppuluri, eds. <i>Wittgensteinian :
    Looking at the World From the Viewpoint of Wittgenstein’s Philosophy</i>. 1st
    ed. The Frontiers Collection. Springer; 2020:7-19. doi:<a href="https://doi.org/10.1007/978-3-030-27569-3_2">10.1007/978-3-030-27569-3_2</a>'
  apa: 'Milkov, N. (2020). Wittgenstein’s Ways. In N. Da Costa &#38; Shyam Wuppuluri
    (Eds.), <i>Wittgensteinian : Looking at the World From the Viewpoint of Wittgenstein’s
    Philosophy</i> (1st ed., pp. 7–19). Springer. <a href="https://doi.org/10.1007/978-3-030-27569-3_2">https://doi.org/10.1007/978-3-030-27569-3_2</a>'
  bibtex: '@inbook{Milkov_2020, place={Berlin}, edition={1}, series={The Frontiers
    Collection}, title={Wittgenstein’s Ways}, DOI={<a href="https://doi.org/10.1007/978-3-030-27569-3_2">10.1007/978-3-030-27569-3_2</a>},
    booktitle={Wittgensteinian : Looking at the World From the Viewpoint of Wittgenstein’s
    Philosophy}, publisher={Springer}, author={Milkov, Nikolay}, editor={Da Costa,
    Newton  and Shyam Wuppuluri}, year={2020}, pages={7–19}, collection={The Frontiers
    Collection} }'
  chicago: 'Milkov, Nikolay. “Wittgenstein’s Ways.” In <i>Wittgensteinian : Looking
    at the World From the Viewpoint of Wittgenstein’s Philosophy</i>, edited by Newton  Da
    Costa and Shyam Wuppuluri, 1st ed., 7–19. The Frontiers Collection. Berlin: Springer,
    2020. <a href="https://doi.org/10.1007/978-3-030-27569-3_2">https://doi.org/10.1007/978-3-030-27569-3_2</a>.'
  ieee: 'N. Milkov, “Wittgenstein’s Ways,” in <i>Wittgensteinian : Looking at the
    World From the Viewpoint of Wittgenstein’s Philosophy</i>, 1st ed., N. Da Costa
    and Shyam Wuppuluri, Eds. Berlin: Springer, 2020, pp. 7–19.'
  mla: 'Milkov, Nikolay. “Wittgenstein’s Ways.” <i>Wittgensteinian : Looking at the
    World From the Viewpoint of Wittgenstein’s Philosophy</i>, edited by Newton  Da
    Costa and Shyam Wuppuluri, 1st ed., Springer, 2020, pp. 7–19, doi:<a href="https://doi.org/10.1007/978-3-030-27569-3_2">10.1007/978-3-030-27569-3_2</a>.'
  short: 'N. Milkov, in: N. Da Costa, Shyam Wuppuluri (Eds.), Wittgensteinian : Looking
    at the World From the Viewpoint of Wittgenstein’s Philosophy, 1st ed., Springer,
    Berlin, 2020, pp. 7–19.'
corporate_editor:
- Shyam Wuppuluri
date_created: 2025-02-23T14:53:39Z
date_updated: 2025-02-23T15:39:43Z
doi: 10.1007/978-3-030-27569-3_2
edition: '1'
editor:
- first_name: 'Newton '
  full_name: 'Da Costa, Newton '
  last_name: Da Costa
keyword:
- Construction
- Emergence
- Modality
- Tractatus
- Ways
- Wittgenstein
language:
- iso: eng
page: 7-19
place: Berlin
publication: 'Wittgensteinian : Looking at the World From the Viewpoint of Wittgenstein''s
  Philosophy'
publication_identifier:
  isbn:
  - 978-3-030-27568-6
  - 978-3-030-27569-3
publication_status: published
publisher: Springer
series_title: The Frontiers Collection
status: public
title: Wittgenstein's Ways
type: book_chapter
user_id: '357'
year: '2020'
...
