Prager, R. P., Seiler, M. V., Trautmann, H., & Kerschke, P. (2022). Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods. In Rudolph, G., Kononova, A. V., Aguirre, H., Kerschke, P., Ochoa, G., & Tušar, T. (Eds.), Parallel Problem Solving from Nature — PPSN XVII (pp. 3–17). Cham: Springer International Publishing.
More details BibTeX Full text DOI
@inproceedings{PragerSTK2022AutomatedAlgorithm,
author = {Raphael Patrick Prager and Moritz Vinzent Seiler and Heike Trautmann and Pascal Kerschke},
title = {Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods},
booktitle = {Parallel Problem Solving from Nature --- PPSN XVII},
pages = {3--17},
editor = {Günter Rudolph and Anna V. Kononova and Hernán Aguirre and Pascal Kerschke and Gabriela Ochoa and Tea Tušar},
year = {2022},
publisher = {Springer International Publishing},
address = {Cham},
isbn = {978-3-031-14714-2},
doi = {10.1007/978-3-031-14714-2_1},
url = {https://link.springer.com/chapter/10.1007/978-3-031-14714-2_1},
note = {Publication status: Published}
}
Schneider, L., Schäpermeier, L., Prager, R. P., Bischl, B., Trautmann, H., & Kerschke, P. (2022). HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis. In Rudolph, G., Kononova, A. V., Aguirre, H., Kerschke, P., Ochoa, G., & Tušar, T. (Eds.), Parallel Problem Solving from Nature — PPSN XVII (pp. 575–589). Cham: Springer International Publishing.
More details BibTeX DOI
@inproceedings{SchneiderSPBTK2022HPOXELAInvestigating,
author = {Lennart Schneider and Lennart Schäpermeier and Raphael Patrick Prager and Bernd Bischl and Heike Trautmann and Pascal Kerschke},
title = {HPO x ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis},
booktitle = {Parallel Problem Solving from Nature --- PPSN XVII},
pages = {575--589},
editor = {Günter Rudolph and Anna V. Kononova and Hernán Aguirre and Pascal Kerschke and Gabriela Ochoa and Tea Tušar},
year = {2022},
publisher = {Springer International Publishing},
address = {Cham},
isbn = {978-3-031-14714-2},
doi = {10.1007/978-3-031-14714-2_40},
note = {Publication status: Published}
}
Seiler, M. V., Prager, R. P., Kerschke, P., & Trautmann, H. (2022). A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes. In -, (Ed.), Proceedings of the Genetic and Evolutionary Computation Conference (pp. 657–665). New York, NY, USA: ACM Press.
More details BibTeX DOI
@inproceedings{SeilerPKT2022ACollection,
author = {Moritz Vinzent Seiler and Raphael Patrick Prager and Pascal Kerschke and Heike Trautmann},
title = {A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference},
pages = {657--665},
editor = { -},
year = {2022},
publisher = {ACM Press},
address = {New York, NY, USA},
isbn = {9781450392372},
doi = {10.1145/3512290.3528834},
note = {Publication status: Published}
}