---
_id: '46381'
abstract:
- lang: eng
  text: Exploratory Landscape Analysis is an effective and sophisticated approach
    to characterize the properties of continuous optimization problems. The overall
    aim is to exploit this knowledge to give recommendations of the individually best
    suited algorithm for unseen optimization problems. Recent research revealed a
    high potential of this methodology in this respect based on a set of well-defined,
    computable features which only requires a quite small sample of function evaluations.
    In this paper, new features based on the cell mapping concept are introduced and
    shown to improve the existing feature set in terms of predicting expert-designed
    high-level properties, such as the degree of multimodality or the global structure,
    for 2-dimensional single objective optimization problems.
author:
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Mike
  full_name: Preuss, Mike
  last_name: Preuss
- first_name: Carlos
  full_name: Hernández, Carlos
  last_name: Hernández
- first_name: Oliver
  full_name: Schütze, Oliver
  last_name: Schütze
- first_name: Jian-Qiao
  full_name: Sun, Jian-Qiao
  last_name: Sun
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
- first_name: Günter
  full_name: Rudolph, Günter
  last_name: Rudolph
- first_name: Bernd
  full_name: Bischl, Bernd
  last_name: Bischl
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Kerschke P, Preuss M, Hernández C, et al. Cell Mapping Techniques for Exploratory
    Landscape Analysis. In: Tantar A-A, Tantar E, Sun J-Q, et al., eds. <i>EVOLVE
    — A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation
    V</i>. Vol 288. Advances in Intelligent Systems and Computing. Springer International
    Publishing; 2014:115–131. doi:<a href="https://doi.org/10.1007/978-3-319-07494-8_9">10.1007/978-3-319-07494-8_9</a>'
  apa: Kerschke, P., Preuss, M., Hernández, C., Schütze, O., Sun, J.-Q., Grimme, C.,
    Rudolph, G., Bischl, B., &#38; Trautmann, H. (2014). Cell Mapping Techniques for
    Exploratory Landscape Analysis. In A.-A. Tantar, E. Tantar, J.-Q. Sun, W. Zhang,
    Q. Ding, O. Schütze, M. T. M. Emmerich, P. Legrand, M. P. Del, &#38; C. C. A.
    Coello (Eds.), <i>EVOLVE — A Bridge between Probability, Set Oriented Numerics,
    and Evolutionary Computation V</i> (Vol. 288, pp. 115–131). Springer International
    Publishing. <a href="https://doi.org/10.1007/978-3-319-07494-8_9">https://doi.org/10.1007/978-3-319-07494-8_9</a>
  bibtex: '@inbook{Kerschke_Preuss_Hernández_Schütze_Sun_Grimme_Rudolph_Bischl_Trautmann_2014,
    place={Cham}, series={Advances in Intelligent Systems and Computing}, title={Cell
    Mapping Techniques for Exploratory Landscape Analysis}, volume={288}, DOI={<a
    href="https://doi.org/10.1007/978-3-319-07494-8_9">10.1007/978-3-319-07494-8_9</a>},
    booktitle={EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary
    Computation V}, publisher={Springer International Publishing}, author={Kerschke,
    Pascal and Preuss, Mike and Hernández, Carlos and Schütze, Oliver and Sun, Jian-Qiao
    and Grimme, Christian and Rudolph, Günter and Bischl, Bernd and Trautmann, Heike},
    editor={Tantar, Alexandru-Adrian and Tantar, Emilia and Sun, Jian-Qiao and Zhang,
    Wei and Ding, Qian and Schütze, Oliver and Emmerich, Michael T M and Legrand,
    Pierrick and Del, Moral Pierre and Coello, Coello Carlos A}, year={2014}, pages={115–131},
    collection={Advances in Intelligent Systems and Computing} }'
  chicago: 'Kerschke, Pascal, Mike Preuss, Carlos Hernández, Oliver Schütze, Jian-Qiao
    Sun, Christian Grimme, Günter Rudolph, Bernd Bischl, and Heike Trautmann. “Cell
    Mapping Techniques for Exploratory Landscape Analysis.” In <i>EVOLVE — A Bridge
    between Probability, Set Oriented Numerics, and Evolutionary Computation V</i>,
    edited by Alexandru-Adrian Tantar, Emilia Tantar, Jian-Qiao Sun, Wei Zhang, Qian
    Ding, Oliver Schütze, Michael T M Emmerich, Pierrick Legrand, Moral Pierre Del,
    and Coello Carlos A Coello, 288:115–131. Advances in Intelligent Systems and Computing.
    Cham: Springer International Publishing, 2014. <a href="https://doi.org/10.1007/978-3-319-07494-8_9">https://doi.org/10.1007/978-3-319-07494-8_9</a>.'
  ieee: 'P. Kerschke <i>et al.</i>, “Cell Mapping Techniques for Exploratory Landscape
    Analysis,” in <i>EVOLVE — A Bridge between Probability, Set Oriented Numerics,
    and Evolutionary Computation V</i>, vol. 288, A.-A. Tantar, E. Tantar, J.-Q. Sun,
    W. Zhang, Q. Ding, O. Schütze, M. T. M. Emmerich, P. Legrand, M. P. Del, and C.
    C. A. Coello, Eds. Cham: Springer International Publishing, 2014, pp. 115–131.'
  mla: Kerschke, Pascal, et al. “Cell Mapping Techniques for Exploratory Landscape
    Analysis.” <i>EVOLVE — A Bridge between Probability, Set Oriented Numerics, and
    Evolutionary Computation V</i>, edited by Alexandru-Adrian Tantar et al., vol.
    288, Springer International Publishing, 2014, pp. 115–131, doi:<a href="https://doi.org/10.1007/978-3-319-07494-8_9">10.1007/978-3-319-07494-8_9</a>.
  short: 'P. Kerschke, M. Preuss, C. Hernández, O. Schütze, J.-Q. Sun, C. Grimme,
    G. Rudolph, B. Bischl, H. Trautmann, in: A.-A. Tantar, E. Tantar, J.-Q. Sun, W.
    Zhang, Q. Ding, O. Schütze, M.T.M. Emmerich, P. Legrand, M.P. Del, C.C.A. Coello
    (Eds.), EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary
    Computation V, Springer International Publishing, Cham, 2014, pp. 115–131.'
date_created: 2023-08-04T15:31:52Z
date_updated: 2023-10-16T13:43:42Z
department:
- _id: '34'
- _id: '819'
doi: 10.1007/978-3-319-07494-8_9
editor:
- first_name: Alexandru-Adrian
  full_name: Tantar, Alexandru-Adrian
  last_name: Tantar
- first_name: Emilia
  full_name: Tantar, Emilia
  last_name: Tantar
- first_name: Jian-Qiao
  full_name: Sun, Jian-Qiao
  last_name: Sun
- first_name: Wei
  full_name: Zhang, Wei
  last_name: Zhang
- first_name: Qian
  full_name: Ding, Qian
  last_name: Ding
- first_name: Oliver
  full_name: Schütze, Oliver
  last_name: Schütze
- first_name: Michael T M
  full_name: Emmerich, Michael T M
  last_name: Emmerich
- first_name: Pierrick
  full_name: Legrand, Pierrick
  last_name: Legrand
- first_name: Moral Pierre
  full_name: Del, Moral Pierre
  last_name: Del
- first_name: Coello Carlos A
  full_name: Coello, Coello Carlos A
  last_name: Coello
intvolume: '       288'
language:
- iso: eng
page: 115–131
place: Cham
publication: EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary
  Computation V
publication_identifier:
  isbn:
  - 978-3-319-07493-1
publisher: Springer International Publishing
series_title: Advances in Intelligent Systems and Computing
status: public
title: Cell Mapping Techniques for Exploratory Landscape Analysis
type: book_chapter
user_id: '15504'
volume: 288
year: '2014'
...