Martin Zaefferer

Publication Activity (10 Years)

Years Active: 2010-2023
Publications (10 Years): 38

Top Topics

Elevator Group Control

Global Optimization

Reinforcement Learning

Top Venues

GECCO (Companion)

Publications

Yingqian Zhang, Laurens Bliek, Paulo da Costa, Reza Refaei Afshar, Robbert Reijnen, Tom Catshoek, Daniël Vos, Sicco Verwer, Fynn Schmitt-Ulms, André Hottung, Tapan Shah, Meinolf Sellmann, Kevin Tierney, Carl Perreault-Lafleur, Caroline Leboeuf, Federico Bobbio, Justine Pepin, Warley Almeida Silva, Ricardo Gama, Hugo L. Fernandes, Martin Zaefferer, Manuel López-Ibáñez, Ekhine Irurozki
The first AI4TSP competition: Learning to solve stochastic routing problems. Artif. Intell. 319 (2023)
Frederik Rehbach, Martin Zaefferer, Andreas Fischbach, Günter Rudolph, Thomas Bartz-Beielstein
Benchmark-Driven Configuration of a Parallel Model-Based Optimization Algorithm. IEEE Trans. Evol. Comput. 26 (6) (2022)
Laurens Bliek, Paulo da Costa, Reza Refaei Afshar, Yingqian Zhang, Tom Catshoek, Daniël Vos, Sicco Verwer, Fynn Schmitt-Ulms, André Hottung, Tapan Shah, Meinolf Sellmann, Kevin Tierney, Carl Perreault-Lafleur, Caroline Leboeuf, Federico Bobbio, Justine Pepin, Warley Almeida Silva, Ricardo Gama, Hugo L. Fernandes, Martin Zaefferer, Manuel López-Ibáñez, Ekhine Irurozki
The First AI4TSP Competition: Learning to Solve Stochastic Routing Problems. CoRR (2022)
Jörg Stork, Martin Zaefferer, Nils Eisler, Patrick Tichelmann, Thomas Bartz-Beielstein, A. E. Eiben
Behavior-based Neuroevolutionary Training in Reinforcement Learning. CoRR (2021)
Eva Bartz, Martin Zaefferer, Olaf Mersmann, Thomas Bartz-Beielstein
Experimental Investigation and Evaluation of Model-based Hyperparameter Optimization. CoRR (2021)
Thomas Bartz-Beielstein, Marcel Dröscher, Alpar Gür, Alexander Hinterleitner, Olaf Mersmann, Dessislava Peeva, Lennard Reese, Nicolas Rehbach, Frederik Rehbach, Amrita Sen, Aleksandr Subbotin, Martin Zaefferer
Resource Planning for Hospitals Under Special Consideration of the COVID-19 Pandemic: Optimization and Sensitivity Analysis. CoRR (2021)
Jörg Stork, Martin Zaefferer, Nils Eisler, Patrick Tichelmann, Thomas Bartz-Beielstein, A. E. Eiben
Behavior-based neuroevolutionary training in reinforcement learning. GECCO Companion (2021)
Thomas Bartz-Beielstein, Marcel Dröscher, Alpar Gür, Alexander Hinterleitner, Olaf Mersmann, Dessislava Peeva, Lennard Reese, Nicolas Rehbach, Frederik Rehbach, A. Sen, Aleksandr Subbotin, Martin Zaefferer
Resource planning for hospitals under special consideration of the COVID-19 pandemic: optimization and sensitivity analysis. GECCO Companion (2021)
Thomas Bartz-Beielstein, Marcel Dröscher, Alpar Gür, Alexander Hinterleitner, Tom Lawton, Olaf Mersmann, Dessislava Peeva, Lennard Reese, Nicolas Rehbach, Frederik Rehbach, Amrita Sen, Aleksandr Subbotin, Martin Zaefferer
Optimization and Adaptation of a Resource Planning Tool for Hospitals Under Special Consideration of the COVID-19 Pandemic. CEC (2021)
Jörg Stork, Philip Wenzel, Severin Landwein, María-Elena Algorri, Martin Zaefferer, Wolfgang Kusch, Martin Staubach, Thomas Bartz-Beielstein, Hartmut Köhn, Hermann Dejager, Christian Wolf
Underwater Acoustic Networks for Security Risk Assessment in Public Drinking Water Reservoirs. CoRR (2021)
Tom Peetz, Sebastian Vogt, Martin Zaefferer, Thomas Bartz-Beielstein
Simulation of an Elevator Group Control Using Generative Adversarial Networks and Related AI Tools. CoRR (2020)
Jörg Stork, Martin Zaefferer, Thomas Bartz-Beielstein, A. E. Eiben
Understanding the Behavior of Reinforcement Learning Agents. BIOMA (2020)
Frederik Rehbach, Martin Zaefferer, Boris Naujoks, Thomas Bartz-Beielstein
Expected improvement versus predicted value in surrogate-based optimization. GECCO (2020)
Martin Zaefferer, Frederik Rehbach
Continuous Optimization Benchmarks by Simulation. PPSN (1) (2020)
Frederik Rehbach, Martin Zaefferer, Boris Naujoks, Thomas Bartz-Beielstein
Expected Improvement versus Predicted Value in Surrogate-Based Optimization. CoRR (2020)
Martin Zaefferer, Frederik Rehbach
Continuous Optimization Benchmarks by Simulation. CoRR (2020)
Jörg Stork, Martin Zaefferer, Thomas Bartz-Beielstein
Improving NeuroEvolution Efficiency by Surrogate Model-based Optimization with Phenotypic Distance Kernels. CoRR (2019)
Jörg Stork, Martin Zaefferer, Thomas Bartz-Beielstein
Improving NeuroEvolution Efficiency by Surrogate Model-Based Optimization with Phenotypic Distance Kernels. EvoApplications (2019)
Alexander Hagg, Martin Zaefferer, Jörg Stork, Adam Gaier
Prediction of neural network performance by phenotypic modeling. CoRR (2019)
Jörg Stork, Martin Zaefferer, Thomas Bartz-Beielstein, A. E. Eiben
Surrogate Models for Enhancing the Efficiency of Neuroevolution in Reinforcement Learning. CoRR (2019)
Daniel Horn, Jörg Stork, Nils-Jannik Schüßler, Martin Zaefferer
Surrogates for hierarchical search spaces: the wedge-kernel and an automated analysis. GECCO (2019)
Martin Zaefferer, Thomas Bartz-Beielstein, Günter Rudolph
An empirical approach for probing the definiteness of kernels. Soft Comput. 23 (21) (2019)
Alexander Hagg, Martin Zaefferer, Jörg Stork, Adam Gaier
Prediction of neural network performance by phenotypic modeling. GECCO (Companion) (2019)
Jörg Stork, Martin Zaefferer, Thomas Bartz-Beielstein, A. E. Eiben
Surrogate models for enhancing the efficiency of neuroevolution in reinforcement learning. GECCO (2019)
Jörg Stork, Martin Zaefferer, Thomas Bartz-Beielstein
Distance-based Kernels for Surrogate Model-based Neuroevolution. CoRR (2018)
Martin Zaefferer, Daniel Horn
A First Analysis of Kernels for Kriging-based Optimization in Hierarchical Search Spaces. CoRR (2018)
Frederik Rehbach, Martin Zaefferer, Jörg Stork, Thomas Bartz-Beielstein
Comparison of parallel surrogate-assisted optimization approaches. GECCO (2018)
Martin Zaefferer, Thomas Bartz-Beielstein, Günter Rudolph
An Empirical Approach For Probing the Definiteness of Kernels. CoRR (2018)
Lorenzo Gentile, Martin Zaefferer, Dario Giugliano, Haofeng Chen, Thomas Bartz-Beielstein
Surrogate assisted optimization of particle reinforced metal matrix composites. GECCO (2018)
Martin Zaefferer, Daniel Horn
A First Analysis of Kernels for Kriging-Based Optimization in Hierarchical Search Spaces. PPSN (2) (2018)
Martin Zaefferer, Jörg Stork, Oliver Flasch, Thomas Bartz-Beielstein
Linear Combination of Distance Measures for Surrogate Models in Genetic Programming. PPSN (2) (2018)
Martin Zaefferer, Jörg Stork, Oliver Flasch, Thomas Bartz-Beielstein
Linear Combination of Distance Measures for Surrogate Models in Genetic Programming. CoRR (2018)
Thomas Bartz-Beielstein, Lorenzo Gentile, Martin Zaefferer
In a Nutshell: Sequential Parameter Optimization. CoRR (2017)
Martin Zaefferer, Andreas Fischbach, Boris Naujoks, Thomas Bartz-Beielstein
Simulation-based test functions for optimization algorithms. GECCO (2017)
Thomas Bartz-Beielstein, Martin Zaefferer
Model-based methods for continuous and discrete global optimization. Appl. Soft Comput. 55 (2017)
Martin Zaefferer, Thomas Bartz-Beielstein
Efficient Global Optimization with Indefinite Kernels. PPSN (2016)
Carola Doerr, Nicolas Bredèche, Enrique Alba, Thomas Bartz-Beielstein, Dimo Brockhoff, Benjamin Doerr, Gusz Eiben, Michael G. Epitropakis, Carlos M. Fonseca, Andreia P. Guerreiro, Evert Haasdijk, Jacqueline Heinerman, Julien Hubert, Per Kristian Lehre, Luigi Malagò, Juan Julián Merelo Guervós, Julian Francis Miller, Boris Naujoks, Pietro S. Oliveto, Stjepan Picek, Nelishia Pillay, Mike Preuss, Patricia Ryser-Welch, Giovanni Squillero, Jörg Stork, Dirk Sudholt, Alberto Paolo Tonda, L. Darrell Whitley, Martin Zaefferer
Tutorials at PPSN 2016. PPSN (2016)
Martin Zaefferer, Daniel Gaida, Thomas Bartz-Beielstein
Multi-fidelity modeling and optimization of biogas plants. Appl. Soft Comput. 48 (2016)
Steffen Moritz, Alexis Sardá, Thomas Bartz-Beielstein, Martin Zaefferer, Jörg Stork
Comparison of different Methods for Univariate Time Series Imputation in R. CoRR (2015)
Martin Zaefferer, Jörg Stork, Thomas Bartz-Beielstein
Distance Measures for Permutations in Combinatorial Efficient Global Optimization. PPSN (2014)
Martin Zaefferer, Beate Breiderhoff, Boris Naujoks, Martina Friese, Jörg Stork, Andreas Fischbach, Oliver Flasch, Thomas Bartz-Beielstein
Tuning multi-objective optimization algorithms for cyclone dust separators. GECCO (2014)
Martin Zaefferer, Jörg Stork, Martina Friese, Andreas Fischbach, Boris Naujoks, Thomas Bartz-Beielstein
Efficient global optimization for combinatorial problems. GECCO (2014)
Martin Zaefferer, Thomas Bartz-Beielstein, Boris Naujoks, Tobias Wagner, Michael Emmerich
A Case Study on Multi-Criteria Optimization of an Event Detection Software under Limited Budgets. EMO (2013)
Oliver Flasch, Martina Friese, Katya Vladislavleva, Thomas Bartz-Beielstein, Olaf Mersmann, Boris Naujoks, Jörg Stork, Martin Zaefferer
Comparing Ensemble-Based Forecasting Methods for Smart-Metering Data. EvoApplications (2013)
Thomas Bartz-Beielstein, Martin Zaefferer, Boris Naujoks
How to create meaningful and generalizable results. GECCO (Companion) (2013)
Thomas Bartz-Beielstein, Oliver Flasch, Martin Zaefferer
Sequential parameter optimization for symbolic regression. GECCO (Companion) (2012)
Martin Zaefferer, Thomas Bartz-Beielstein, Martina Friese, Boris Naujoks, Oliver Flasch
Multi-criteria optimization for hard problems under limited budgets. GECCO (Companion) (2012)
Thomas Bartz-Beielstein, Martina Friese, Boris Naujoks, Martin Zaefferer
SPOT applied to non-stochastic optimization problems: an experimental study. GECCO (Companion) (2012)
Thomas Bartz-Beielstein, Mike Preuß, Martin Zaefferer
Statistical analysis of optimization algorithms with R. GECCO (Companion) (2012)
Thomas Bartz-Beielstein, Martina Friese, Martin Zaefferer, Boris Naujoks, Oliver Flasch, Wolfgang Konen, Patrick Koch
Noisy optimization with sequential parameter optimization and optimal computational budget allocation. GECCO (Companion) (2011)
Jörg Ziegenhirt, Thomas Bartz-Beielstein, Oliver Flasch, Wolfgang Konen, Martin Zaefferer
Optimization of biogas production with computational intelligence a comparative study. IEEE Congress on Evolutionary Computation (2010)