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Learning multiple defaults for machine learning algorithms2021 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Machine Learning and Data Classification Open access
Florian Pfisterer, Jan N. van Rijn, Philipp Probst, Andreas Christian Müller, Bernd Bischl
28citations -
Surrogate-based automated hyperparameter optimization for expensive automotive crashworthiness optimization2025 Structural and Multidisciplinary Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access
Fu Xing Long, Bas van Stein, Moritz A. Frenzel, Markus Gitterle, Thomas Bäck
10citations -
Using Reinforcement Learning for Per-Instance Algorithm Configuration on the TSP2023 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access
Moritz Vinzent Seiler, Jeroen Rook, Jonathan Heins, Oliver Ludger Preuß, Jakob Bossek, Heike Trautmann
7citations -
Using Machine Learning Methods to Assess Module Performance Contribution in Modular Optimization Frameworks2024 Evolutionary Computation article Computer Science Metaheuristic Optimization Algorithms Research Open access
Ana Kostovska, Diederick Vermetten, Peter Korošec, Sašo Džeroski, Carola Doerr, Tome Eftimov
6citations -
kconfig-webconf: retrofitting performance models onto kconfig-based software product lines2022 ACM International Systems and Software Product Line Conference (SPLC) conference-paper Computer Science Advanced Software Engineering Methodologies
Daniel Friesel, Kathrin Elmenhorst, Lennart Kaiser, Michael Rolf Müller, Olaf Spinczyk
2citations -
Landscape-Aware Automated Algorithm Configuration Using Multi-output Mixed Regression and Classification2024 Lecture notes in computer science conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access
Fu Xing Long, Moritz A. Frenzel, Markus Gitterle, Thomas Bäck, Bas van Stein
2citations -
Analyzing the Impact of Undersampling on the Benchmarking and Configuration of Evolutionary Algorithms2022 arXiv (Cornell University) preprint Computer Science Metaheuristic Optimization Algorithms Research Open access
Diederick Vermetten, Hao Wang, Manuel López‐Ibáñez, Carola Doerr, Thomas Bäck
1citations -
Landscape-Aware Automated Algorithm Configuration using Multi-output Mixed Regression and Classification2024 arXiv (Cornell University) preprint Computer Science Metaheuristic Optimization Algorithms Research Open access
Fu Xing Long, Moritz A. Frenzel, Markus Gitterle, Thomas Bäck, Bas van Stein
0citations -
Meta-learning for symbolic hyperparameter defaults2021 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Machine Learning and Data Classification Open access
Pieter Gijsbers, Florian Pfisterer, Jan N. van Rijn, Bernd Bischl, Joaquin Vanschoren
6citations -
Exact stochastic constraint optimisation with applications in network analysis2021 Artificial Intelligence article Computer Science Constraint Satisfaction and Optimization Open access
Anna L. D. Latour, Behrouz Babaki, Daniël Fokkinga, Marie Anastacio, Holger H. Hoos, Siegfried Nijssen
5citations