Exploratory Landscape Analysis
O. Mersmann, B. Bischl, H. Trautmann, M. Preuss, C. Weihs, G. Rudolph, in: Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation, Association for Computing Machinery, New York, NY, USA, 2011, pp. 829–836.
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Conference Paper
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Author
Mersmann, Olaf;
Bischl, Bernd;
Trautmann, HeikeLibreCat 
;
Preuss, Mike;
Weihs, Claus;
Rudolph, Günter
;
Preuss, Mike;
Weihs, Claus;
Rudolph, GünterAbstract
Exploratory Landscape Analysis subsumes a number of techniques employed to obtain knowledge about the properties of an unknown optimization problem, especially insofar as these properties are important for the performance of optimization algorithms. Where in a first attempt, one could rely on high-level features designed by experts, we approach the problem from a different angle here, namely by using relatively cheap low-level computer generated features. Interestingly, very few features are needed to separate the BBOB problem groups and also for relating a problem to high-level, expert designed features, paving the way for automatic algorithm selection.
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Proceedings Title
Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation
forms.conference.field.series_title_volume.label
GECCO ’11
Page
829–836
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Cite this
Mersmann O, Bischl B, Trautmann H, Preuss M, Weihs C, Rudolph G. Exploratory Landscape Analysis. In: Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation. GECCO ’11. Association for Computing Machinery; 2011:829–836. doi:10.1145/2001576.2001690
Mersmann, O., Bischl, B., Trautmann, H., Preuss, M., Weihs, C., & Rudolph, G. (2011). Exploratory Landscape Analysis. Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation, 829–836. https://doi.org/10.1145/2001576.2001690
@inproceedings{Mersmann_Bischl_Trautmann_Preuss_Weihs_Rudolph_2011, place={New York, NY, USA}, series={GECCO ’11}, title={Exploratory Landscape Analysis}, DOI={10.1145/2001576.2001690}, booktitle={Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation}, publisher={Association for Computing Machinery}, author={Mersmann, Olaf and Bischl, Bernd and Trautmann, Heike and Preuss, Mike and Weihs, Claus and Rudolph, Günter}, year={2011}, pages={829–836}, collection={GECCO ’11} }
Mersmann, Olaf, Bernd Bischl, Heike Trautmann, Mike Preuss, Claus Weihs, and Günter Rudolph. “Exploratory Landscape Analysis.” In Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation, 829–836. GECCO ’11. New York, NY, USA: Association for Computing Machinery, 2011. https://doi.org/10.1145/2001576.2001690.
O. Mersmann, B. Bischl, H. Trautmann, M. Preuss, C. Weihs, and G. Rudolph, “Exploratory Landscape Analysis,” in Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation, 2011, pp. 829–836, doi: 10.1145/2001576.2001690.
Mersmann, Olaf, et al. “Exploratory Landscape Analysis.” Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation, Association for Computing Machinery, 2011, pp. 829–836, doi:10.1145/2001576.2001690.
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