Towards Analyzing Multimodality of Multiobjective Landscapes
P. Kerschke, H. Wang, M. Preuss, C. Grimme, A. Deutz, H. Trautmann, M. Emmerich, in: Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV), Springer, Edinburgh, Scotland, 2016, pp. 962–972.
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Author
Kerschke, Pascal;
Wang, Hao;
Preuss, Mike;
Grimme, Christian;
Deutz, André;
Trautmann, HeikeLibreCat 
;
Emmerich, Michael
;
Emmerich, MichaelAbstract
This paper formally defines multimodality in multiobjective optimization (MO). We introduce a test-bed in which multimodal MO problems with known properties can be constructed as well as numerical characteristics of the resulting landscape. Gradient- and local search based strategies are compared on exemplary problems together with specific performance indicators in the multimodal MO setting. By this means the foundation for Exploratory Landscape Analysis in MO is provided.
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Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)
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Lecture Notes in Computer Science
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962–972
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Kerschke P, Wang H, Preuss M, et al. Towards Analyzing Multimodality of Multiobjective Landscapes. In: Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV). Lecture Notes in Computer Science. Springer; 2016:962–972. doi:10.1007/978-3-319-45823-6_90
Kerschke, P., Wang, H., Preuss, M., Grimme, C., Deutz, A., Trautmann, H., & Emmerich, M. (2016). Towards Analyzing Multimodality of Multiobjective Landscapes. Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV), 962–972. https://doi.org/10.1007/978-3-319-45823-6_90
@inproceedings{Kerschke_Wang_Preuss_Grimme_Deutz_Trautmann_Emmerich_2016, place={Edinburgh, Scotland}, series={Lecture Notes in Computer Science}, title={Towards Analyzing Multimodality of Multiobjective Landscapes}, DOI={10.1007/978-3-319-45823-6_90}, booktitle={Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV)}, publisher={Springer}, author={Kerschke, Pascal and Wang, Hao and Preuss, Mike and Grimme, Christian and Deutz, André and Trautmann, Heike and Emmerich, Michael}, year={2016}, pages={962–972}, collection={Lecture Notes in Computer Science} }
Kerschke, Pascal, Hao Wang, Mike Preuss, Christian Grimme, André Deutz, Heike Trautmann, and Michael Emmerich. “Towards Analyzing Multimodality of Multiobjective Landscapes.” In Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV), 962–972. Lecture Notes in Computer Science. Edinburgh, Scotland: Springer, 2016. https://doi.org/10.1007/978-3-319-45823-6_90.
P. Kerschke et al., “Towards Analyzing Multimodality of Multiobjective Landscapes,” in Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV), 2016, pp. 962–972, doi: 10.1007/978-3-319-45823-6_90.
Kerschke, Pascal, et al. “Towards Analyzing Multimodality of Multiobjective Landscapes.” Proceedings of the 14$^th$ International Conference on Parallel Problem Solving from Nature (PPSN XIV), Springer, 2016, pp. 962–972, doi:10.1007/978-3-319-45823-6_90.
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