Publications
Journal Publications
6 Entries
2023
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Tools for Landscape Analysis of Optimisation Problems in Procedural Content Generation for Games , Mar 2023, In: Applied soft computing : the official journal of the World Federation on Soft Computing (WFSC). 136, 110121Electronic (full-text) versionResearch output: Contribution to journal > Research article
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A study on the effects of normalized TSP features for automated algorithm selection , Jan 2023, In: Theoretical computer science : the journal of the EATCS. 940, B, p. 123-145, 23 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
2022
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Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems , Dec 2022, In: IEEE Transactions on Evolutionary Computation. 26, 6, p. 1306-1320Electronic (full-text) versionResearch output: Contribution to journal > Research article
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The objective that freed me: a multi-objective local search approach for continuous single-objective optimization , 5 Sep 2022, In: Natural computing : an innovative journal bridging biosciences and computer sciences ; an international journal. 22, 2, p. 271 - 285Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Estimation of component reliability from superposed renewal processes by means of latent variables , Mar 2022, In: Computational statistics. 37, p. 355–379Electronic (full-text) versionResearch output: Contribution to journal > Research article
2021
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Peeking beyond peaks: Challenges and research potentials of continuous multimodal multi-objective optimization , Dec 2021, In: Computers and Operations Research. 136, 105489Electronic (full-text) versionResearch output: Contribution to journal > Research article
Conference Publications
16 Entries
2024
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Impact of Training Instance Selection on Automated Algorithm Selection Models for Numerical Black-box Optimization , 14 Jul 2024, Proceedings of the Genetic and Evolutionary Computation Conference. Association for Computing Machinery (ACM), p. 1007 - 1016Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
2023
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Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features , 30 Aug 2023, FOGA '23: Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms. p. 129-139, 11 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Evaluation of Algorithms from the Nevergrad Toolbox on the Strictly Box-Constrained SBOX-COST Benchmarking Suite , 15 Jul 2023, GECCO 2023 Companion - Proceedings of the 2023 Genetic and Evolutionary Computation Conference Companion. 4 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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GECCO 2023 Tutorial: Exploratory Landscape Analysis , 15 Jul 2023, GECCO '23 Companion: Proceedings of the Companion Conference on Genetic and Evolutionary Computation. p. 990–1007, 18 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Peak-A-Boo! Generating Multi-objective Multiple Peaks Benchmark Problems with Precise Pareto Sets , 2023, Evolutionary Multi-Criterion Optimization - 12th International Conference, EMO 2023, Proceedings. Emmerich, M., Deutz, A., Wang, H., Kononova, A. V., Naujoks, B., Li, K., Miettinen, K. & Yevseyeva, I. (eds.).14 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
2022
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Mixture of Decision Trees for Interpretable Machine Learning , Dec 2022, 2022 21st IEEE International Conference on Machine Learning and Applications (ICMLA)Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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A collection of deep learning-based feature-free approaches for characterizing single-objective continuous fitness landscapes , 8 Jul 2022, Proceedings of the Genetic and Evolutionary Computation ConferenceElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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MOLE: Digging Tunnels Through Multimodal Multi-objective Landscapes , 8 Jul 2022, Proceedings of the Genetic and Evolutionary Computation ConferenceElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods , 2022, 17th International Conference on Parallel Problem Solving from NatureElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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BBE: Basin-Based Evaluation of Multimodal Multi-objective Optimization Problems , 2022, 17th International Conference on Parallel Problem Solving from NatureElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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HPO $\times$ ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis , 2022, 17th International Conference on Parallel Problem Solving from NatureElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Increasing the Diversity of Benchmark Function Sets Through Affine Recombination , 2022, 17th International Conference on Parallel Problem Solving from NatureElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
2021
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Towards Feature-Free Automated Algorithm Selection for Single-Objective Continuous Black-Box Optimization , 5 Dec 2021, 2021 IEEE Symposium Series on Computational Intelligence (SSCI)Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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On the potential of normalized TSP features for automated algorithm selection , 6 Sep 2021, Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic AlgorithmsElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Multi$^3$: Optimizing Multimodal Single-Objective Continuous Problems in the Multi-objective Space by Means of Multiobjectivization , 2021, 11th International Conference on Evolutionary Multi-Criterion OptimizationElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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To Boldly Show What No One Has Seen Before: A Dashboard for Visualizing Multi-objective Landscapes , 2021, 11th International Conference on Evolutionary Multi-Criterion OptimizationElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
Conference Proceedings and Monographies (Editor)
1 Entries
2022
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Parallel Problem Solving from Nature – PPSN XVII: 17th International Conference, PPSN 2022, Dortmund, Germany, September 10–14, 2022, Proceedings, Part I , 2022, Springer, ChamElectronic (full-text) versionResearch output: Book/Report/Anthology > Monograph
Contributed Book Chapters
1 Entries
2021
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Lifting the Multimodality-Fog in Continuous Multi-objective Optimization , 2021, Natural Computing SeriesElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Chapter in book/anthology/report