Cell Mapping Techniques for Exploratory Landscape Analysis
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.
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Book Chapter
| English
Author
Kerschke, Pascal;
Preuss, Mike;
Hernández, Carlos;
Schütze, Oliver;
Sun, Jian-Qiao;
Grimme, Christian;
Rudolph, Günter;
Bischl, Bernd;
Trautmann, HeikeLibreCat 
Book Editor
Tantar, Alexandru-Adrian;
Tantar, Emilia;
Sun, Jian-Qiao;
Zhang, Wei;
Ding, Qian;
Schütze, Oliver;
Emmerich, Michael T M;
Legrand, Pierrick;
Del, Moral Pierre;
Coello, Coello Carlos A
Abstract
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.
Publishing Year
Book Title
EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V
Series Title / Volume
Advances in Intelligent Systems and Computing
Volume
288
Page
115–131
ISBN
LibreCat-ID
Cite this
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. EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V. Vol 288. Advances in Intelligent Systems and Computing. Springer International Publishing; 2014:115–131. doi:10.1007/978-3-319-07494-8_9
Kerschke, P., Preuss, M., Hernández, C., Schütze, O., Sun, J.-Q., Grimme, C., Rudolph, G., Bischl, B., & 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, & C. C. A. Coello (Eds.), EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V (Vol. 288, pp. 115–131). Springer International Publishing. https://doi.org/10.1007/978-3-319-07494-8_9
@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={10.1007/978-3-319-07494-8_9}, 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} }
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 EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V, 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. https://doi.org/10.1007/978-3-319-07494-8_9.
P. Kerschke et al., “Cell Mapping Techniques for Exploratory Landscape Analysis,” in EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V, 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.
Kerschke, Pascal, et al. “Cell Mapping Techniques for Exploratory Landscape Analysis.” EVOLVE — A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V, edited by Alexandru-Adrian Tantar et al., vol. 288, Springer International Publishing, 2014, pp. 115–131, doi:10.1007/978-3-319-07494-8_9.
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