Benchmarking Evolutionary Algorithms: Towards Exploratory Landscape Analysis
O. Mersmann, M. Preuss, H. Trautmann, in: Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I, Springer-Verlag, Berlin, Heidelberg, 2010, pp. 73–82.
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Mersmann, Olaf;
Preuss, Mike;
Trautmann, HeikeLibreCat 
Abstract
We present methods to answer two basic questions that arise when benchmarking optimization algorithms. The first one is: which algorithm is the ’best’ one? and the second one: which algorithm should I use for my real world problem? Both are connected and neither is easy to answer. We present methods which can be used to analyse the raw data of a benchmark experiment and derive some insight regarding the answers to these questions. We employ the presented methods to analyse the BBOB’09 benchmark results and present some initial findings.
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Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I
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PPSN’10
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73–82
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Cite this
Mersmann O, Preuss M, Trautmann H. Benchmarking Evolutionary Algorithms: Towards Exploratory Landscape Analysis. In: Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I. PPSN’10. Springer-Verlag; 2010:73–82.
Mersmann, O., Preuss, M., & Trautmann, H. (2010). Benchmarking Evolutionary Algorithms: Towards Exploratory Landscape Analysis. Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I, 73–82.
@inproceedings{Mersmann_Preuss_Trautmann_2010, place={Berlin, Heidelberg}, series={PPSN’10}, title={Benchmarking Evolutionary Algorithms: Towards Exploratory Landscape Analysis}, booktitle={Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I}, publisher={Springer-Verlag}, author={Mersmann, Olaf and Preuss, Mike and Trautmann, Heike}, year={2010}, pages={73–82}, collection={PPSN’10} }
Mersmann, Olaf, Mike Preuss, and Heike Trautmann. “Benchmarking Evolutionary Algorithms: Towards Exploratory Landscape Analysis.” In Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I, 73–82. PPSN’10. Berlin, Heidelberg: Springer-Verlag, 2010.
O. Mersmann, M. Preuss, and H. Trautmann, “Benchmarking Evolutionary Algorithms: Towards Exploratory Landscape Analysis,” in Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I, 2010, pp. 73–82.
Mersmann, Olaf, et al. “Benchmarking Evolutionary Algorithms: Towards Exploratory Landscape Analysis.” Proceedings of the 11th International Conference on Parallel Problem Solving from Nature: Part I, Springer-Verlag, 2010, pp. 73–82.
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