Dr. Jeroen Rook

Machine Learning and Optimisation

Research Associate

Office Address:
Fürstenallee 11
33102 Paderborn
Room:
FU.227

Publications

Latest Publications

Benchmarking that Matters: Rethinking Benchmarking in Continuous Optimisation for Practical Impact

A.V. Kononova, N. van Stein, O. Mersmann, T. Bäck, T. Bartz-Beielstein, T. Glasmachers, M. Hellwig, S. Krey, J. Kudela, B. Naujoks, L. Papenmeier, E. Raponi, Q. Renau, J. Rook, L. Schäpermeier, D. Vermetten, D. Zaharie, in: P. García-Sánchez, J.D. lvarez, A. Murphy (Eds.), Applications of Evolutionary Computation - 29th European Conference, EvoApplications 2026, Held as Part of EvoStar 2026, Toulouse, France, April 8-10, 2026, Proceedings, Part II, Springer, 2026, pp. 327–344.


Efficient Online Automated Algorithm Selection in the Face of Data-Drift in Optimisation Problem Instances

J. Rook, Q. Renau, H. Trautmann, E. Hart, in: Proceedings of the 18th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, FOGA 2025, Leiden, The Netherlands, August 27-29, 2025, ACM, 2025, pp. 262–272.


MO-IOHinspector: Anytime Benchmarking of Multi-objective Algorithms Using IOHprofiler

D. Vermetten, J. Rook, O.L. Preuß, J. de Nobel, C. Doerr, M. López-Ibáñez, H. Trautmann, T. Bäck, in: H.K. Singh, T. Ray, J.D. Knowles, X. Li, J. Branke, B. Wang, A. Oyama (Eds.), Evolutionary Multi-Criterion Optimization - 13th International Conference, EMO 2025, Canberra, ACT, Australia, March 4-7, 2025, Proceedings, Part I, Springer, 2025, pp. 242–256.


Automated Algorithm Configuration and Systematic Benchmarking for Heterogeneous MNK-Landscapes

O.L. Preuß, C. Mensendiek, J. Rook, J. Bossek, H. Trautmann, in: B. Filipic (Ed.), Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, ACM, 2025, pp. 58–66.


Advanced Use of Automatic Algorithm Configuration: Single- and Multi-Objective Approaches

J. Rook, M. López-Ibáñez, in: B. Filipic (Ed.), Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO 2025, NH Malaga Hotel, Malaga, Spain, July 14-18, 2025, ACM, 2025, pp. 1617–1642.


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