Research output per year
Research output per year
Personal profile
Education/Academic qualification
Habilitation, Habilitation in Statistics, “Statistical and Experimental Methods in Single- and Multi- Objective (Evolutionary) Optimization”, Universitat Dortmund
Award Date: 31 Jan 2013
PhD, PhD in Statistics, Graduate School of Production Engineering and Logistics, Universitat Dortmund
Award Date: 30 Jun 2004
Master, Diploma in Statistics, Universitat Dortmund
Award Date: 15 Feb 2000
External positions
Professor of Data Science: Statistics and Optimization, University of Munster
2013 → …
Director of European Research Center of Information Systems (ERCIS), University of Munster
2013 → …
Keywords
- QA75 Electronic computers. Computer science
- Data Science
- Evolutionary Optimization
- Social Media Analytics
- Automated Algorithm Selection and Configuration
- Vehicle Routing
- Artificial intelligence
- Machine learning
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Synergies of Deep and Classical Exploratory Landscape Features for Automated Algorithm Selection
Seiler, M., Škvorc, U., Doerr, C. & Trautmann, H., 2025, Learning and Intelligent Optimization: 18th International Conference, LION 18, Revised Selected Papers. Festa, P., Ferone, D., Pastore, T. & Pisacane, O. (eds.). Springer, p. 361-376 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14990 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
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Deep-ELA: Deep Exploratory Landscape Analysis with Self-Supervised Pretrained Transformers for Single- and Multi-Objective Continuous Optimization Problems
Seiler, M. V., Kerschke, P. & Trautmann, H., 2 Jan 2024, ArXiv.org, 24 p.Research output: Working paper › Preprint › Academic
Open AccessFile34 Downloads (Pure) -
Exploratory Landscape Analysis for Mixed-Variable Problems
Prager, R. P. & Trautmann, H., 26 Feb 2024, ArXiv.org, 12 p.Research output: Working paper › Preprint › Academic
Open AccessFile31 Downloads (Pure) -
Finding ϵ-Locally Optimal Solutions for Multi-Objective Multimodal Optimization
Rodriguez-Fernandez, A. E., Schapermeier, L., Hernandez, C., Kerschke, P., Trautmann, H. & Schutze, O., 11 Sept 2024, (E-pub ahead of print/First online) In: IEEE Transactions on Evolutionary Computation. 14 p.Research output: Contribution to journal › Article › Academic › peer-review
5 Citations (Scopus) -
Hybridizing Target- and SHAP-encoded Features for Algorithm Selection in Mixed-variable Black-box Optimization
Dietrich, K., Prager, R. P., Doerr, C. & Trautmann, H., 10 Jul 2024, ArXiv.org.Research output: Working paper › Preprint › Academic
Open AccessFile5 Downloads (Pure)
Datasets
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Taraba State University, (TSU), (UNIOSUN) 2024/25 Post UTME, Pre-Degree, IJMB Admission Form Is Out Now. To Apply Call (08169921528) (2348169921528), Registration Is Going On. Apply Now.
Trautmann, H. (Creator), Zenodo, 19 Jun 2024
DOI: 10.5281/zenodo.12166018, https://zenodo.org/records/12166018 and 2 more links, https://zenodo.org/records/12166019, https://doi.org/10.5281/zenodo.12166019 (show fewer)
Dataset
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MO-IOH: reproducibility files and additional examples
Vermetten, D. (Creator), Rook, J. (Creator), Preuß, O. L. (Creator), de Nobel, J. (Creator), Doerr, C. (Creator), López-Ibañez, M. (Creator), Trautmann, H. (Creator) & Bäck, T. (Creator), Zenodo, 25 Sept 2024
DOI: 10.5281/zenodo.13843073, https://zenodo.org/records/13843073 and 2 more links, https://doi.org/10.5281/zenodo.13843074, https://zenodo.org/records/13843074 (show fewer)
Dataset