Publications

Below is a list of publications that I was involved in.
Feel free to contact me if you have any questions, feedback or comments about the presented research, preferably via email:

martin.zaefferer@gmx.de

Articles

  • [DOI] T. Bartz-Beielstein and M. Zaefferer, “Model-based methods for continuous and discrete global optimization,” Applied soft computing, vol. 55, pp. 154-167, 2017.
    [Bibtex]
    @Article{Bartz-Beielstein2016n,
    Title = {Model-based Methods for Continuous and Discrete Global Optimization},
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Journal = {Applied Soft Computing},
    Year = {2017},
    Month = {feb},
    Pages = {154 - 167},
    Volume = {55},
    DOI = {10.1016/j.asoc.2017.01.039},
    Publisher = {Elsevier {BV}},
    URL = {https://doi.org/10.1016%2Fj.asoc.2017.01.039}
    }
  • [PDF] [DOI] C. Jung, M. Zaefferer, T. Bartz-Beielstein, and G. Rudolph, “Metamodel-based optimization of hot rolling processes in the metal industry,” The international journal of advanced manufacturing technology, vol. 90, iss. 1, pp. 421-435, 2017.
    [Bibtex]
    @Article{Jung2016,
    Title = {Metamodel-based optimization of hot rolling processes in the metal industry},
    Author = {Christian Jung and Martin Zaefferer and Thomas Bartz-Beielstein and G{\"u}nter Rudolph},
    Journal = {The International Journal of Advanced Manufacturing Technology},
    Year = {2017},
    Number = {1},
    Pages = {421--435},
    Volume = {90},
    DOI = {10.1007/s00170-016-9386-6},
    Publisher = {Springer Nature},
    URL = {http://dx.doi.org/10.1007/s00170-016-9386-6}
    }
  • [PDF] [DOI] M. Zaefferer, D. Gaida, and T. Bartz-Beielstein, “Multi-fidelity modeling and optimization of biogas plants,” Applied soft computing, vol. 48, pp. 13-28, 2016.
    [Bibtex]
    @Article{Zaefferer2016a,
    Title = {Multi-fidelity modeling and optimization of biogas plants },
    Author = {Martin Zaefferer and Daniel Gaida and Thomas Bartz-Beielstein},
    Journal = {Applied Soft Computing },
    Year = {2016},
    Pages = {13--28},
    Volume = {48},
    DOI = {http://dx.doi.org/10.1016/j.asoc.2016.05.047},
    ISSN = {1568-4946},
    Keywords = {Biogas plant},
    URL = {http://www.sciencedirect.com/science/article/pii/S1568494616302575}
    }

In Collections

  • [DOI] C. Doerr, N. Bredeche, E. Alba, T. Bartz-Beielstein, D. Brockhoff, B. Doerr, G. Eiben, M. G. Epitropakis, C. M. Fonseca, A. Guerreiro, E. Haasdijk, J. Heinerman, J. Hubert, P. K. Lehre, L. Malagò, J. J. Merelo, J. Miller, B. Naujoks, P. Oliveto, S. Picek, N. Pillay, M. Preuss, P. Ryser-Welch, G. Squillero, J. Stork, D. Sudholt, A. Tonda, D. Whitley, and M. Zaefferer, “Tutorials at ppsn 2016,” in Parallel problem solving from nature — ppsn xiv: 14th international conference, edinburgh, uk, september 17-21, 2016, proceedings, J. Handl, E. Hart, P. R. Lewis, M. López-Ibáñez, G. Ochoa, and B. Paechter, Eds., Springer International Publishing, 2016, pp. 1012-1022.
    [Bibtex]
    @InCollection{Doerr2016,
    Title = {Tutorials at PPSN 2016},
    Author = {Doerr, Carola and Bredeche, Nicolas and Alba, Enrique and Bartz-Beielstein, Thomas and Brockhoff, Dimo and Doerr, Benjamin and Eiben, Gusz and Epitropakis, Michael G. and Fonseca, Carlos M. and Guerreiro, Andreia and Haasdijk, Evert and Heinerman, Jacqueline and Hubert, Julien and Lehre, Per Kristian and Malag{\`o}, Luigi and Merelo, J. J. and Miller, Julian and Naujoks, Boris and Oliveto, Pietro and Picek, Stjepan and Pillay, Nelishia and Preuss, Mike and Ryser-Welch, Patricia and Squillero, Giovanni and Stork, J{\"o}rg and Sudholt, Dirk and Tonda, Alberto and Whitley, Darrell and Zaefferer, Martin},
    Booktitle = {Parallel Problem Solving from Nature -- PPSN XIV: 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings},
    Publisher = {Springer International Publishing},
    Year = {2016},
    Editor = {Handl, Julia and Hart, Emma and Lewis, Peter R. and L{\'o}pez-Ib{\'a}{\~{n}}ez, Manuel and Ochoa, Gabriela and Paechter, Ben},
    Pages = {1012--1022},
    DOI = {10.1007/978-3-319-45823-6_95},
    ISBN = {978-3-319-45823-6},
    URL = {http://dx.doi.org/10.1007/978-3-319-45823-6_95}
    }
  • [PDF] T. Bartz-Beielstein, C. Jung, and M. Zaefferer, “Uncertainty management using sequential parameter optimization,” in Uncertainty management in simulation-optimization of complex systems: algorithms and applications, C. Meloni and G. Dellino, Eds., Springer, 2015, vol. 59.
    [Bibtex]
    @InCollection{Bartz-Beielstein2013i,
    Title = {Uncertainty Management Using Sequential Parameter Optimization},
    Author = {Bartz-Beielstein, Thomas and Jung, Christian and Zaefferer, Martin},
    Booktitle = {Uncertainty Management in Simulation-Optimization of Complex Systems: Algorithms and Applications},
    Publisher = {Springer},
    Year = {2015},
    Editor = {Meloni, Carlo and Dellino, Gabriella},
    Series = {Springer Series on Operations Research/Computer Science Interfaces},
    Volume = {59}
    }

In Proceedings

  • [PDF] [DOI] M. Zaefferer, A. Fischbach, B. Naujoks, and T. Bartz-Beielstein, “Simulation based test functions for optimization algorithms,” in Proceedings of the genetic and evolutionary computation conference 2017, Berlin, Germany, 2017, p. 8.
    [Bibtex]
    @InProceedings{Zaefferer2017a,
    Title = {Simulation Based Test Functions for Optimization Algorithms},
    Author = {Martin Zaefferer and Andreas Fischbach and Boris Naujoks and Thomas Bartz-Beielstein},
    Booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference 2017},
    Year = {2017},
    Address = {Berlin, Germany},
    Month = {july},
    Pages = {8},
    Publisher = {ACM},
    DOI = {http://dx.doi.org/10.1145/3071178.3071190}
    }
  • [PDF] M. Zaefferer and T. Bartz-Beielstein, “Efficient global optimization with indefinite kernels,” in Parallel problem solving from nature–ppsn xiv, 2016, pp. 69-79.
    [Bibtex]
    @InProceedings{Zaefferer2016b,
    Title = {Efficient Global Optimization with Indefinite Kernels},
    Author = {Zaefferer, Martin and Bartz-Beielstein, Thomas},
    Booktitle = {Parallel Problem Solving from Nature--PPSN XIV},
    Year = {2016},
    Pages = {69--79},
    Publisher = {Springer}
    }
  • [PDF] A. Fischbach, M. Zaefferer, J. Stork, M. Friese, and T. Bartz-Beielstein, “From real world data to test functions,” in Proceedings. 26. workshop computational intelligence, Dortmund, 2016, pp. 159-177.
    [Bibtex]
    @InProceedings{Fischbach2016a,
    Title = {From Real World Data to Test Functions},
    Author = {Andreas Fischbach and Martin Zaefferer and Jörg Stork and Martina Friese and Thomas Bartz-Beielstein},
    Booktitle = {Proceedings. 26. Workshop Computational Intelligence},
    Year = {2016},
    Address = {Dortmund},
    Editor = {Frank Hoffmann and Eyke H{\"u}llermeier and Ralf Mikut},
    Pages = {159--177},
    Publisher = {KIT Scientific Publishing}
    }
  • [PDF] S. Chandrasekaran, M. Zaefferer, S. Moritz, J. Stork, M. Friese, A. Fischbach, and T. Bartz-Beielstein, “Data preprocessing: a new algorithm for univariate imputation designed specifically for industrial needs,” in Proceedings. 26. workshop computational intelligence, dortmund, 24. – 25. November 2016, Dortmund, 2016, pp. 77-95.
    [Bibtex]
    @InProceedings{Chandrasekaran2016,
    Title = {Data Preprocessing: A New Algorithm for Univariate Imputation Designed Specifically for Industrial Needs},
    Author = {Sowmya Chandrasekaran and Martin Zaefferer and Steffen Moritz and Jörg Stork and Martina Friese and Andreas Fischbach and Thomas Bartz-Beielstein},
    Booktitle = {Proceedings. 26. Workshop Computational Intelligence, Dortmund, 24. - 25. {November} 2016},
    Year = {2016},
    Address = {Dortmund},
    Editor = {Frank Hoffmann and Eyke H{\"u}llermeier and Ralf Mikut},
    Pages = {77--95},
    Publisher = {KIT Scientific Publishing}
    }
  • [PDF] A. Fischbach, J. Stork, M. Zaefferer, S. Krey, and T. Bartz-Beielstein, “Analyzing capabilities of latin hypercube designs compared to classical experimental design methods,” in 25. workshop computational intelligence dortmund, 2015.
    [Bibtex]
    @InProceedings{Fischbach2015a,
    Title = {Analyzing Capabilities of Latin Hypercube Designs Compared to Classical experimental Design Methods},
    Author = {Andreas Fischbach and Jörg Stork and Martin Zaefferer and Sebastian Krey and Thomas Bartz-Beielstein},
    Booktitle = {25. Workshop Computational Intelligence Dortmund},
    Year = {2015}
    }
  • [PDF] M. Zaefferer, B. Breiderhoff, B. Naujoks, M. Friese, J. Stork, A. Fischbach, O. Flasch, and T. Bartz-Beielstein, “Tuning multi-objective optimization algorithms for cyclone dust separators,” in Proceedings of the 2014 conference on genetic and evolutionary computation, New York, NY, USA, 2014, pp. 1223-1230.
    [Bibtex]
    @InProceedings{Zaefferer2014a,
    Title = {Tuning Multi-objective Optimization Algorithms for Cyclone Dust Separators},
    Author = {Zaefferer, Martin and Breiderhoff, Beate and Naujoks, Boris and Friese, Martina and Stork, J\"{o}rg and Fischbach, Andreas and Flasch, Oliver and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings of the 2014 Conference on Genetic and Evolutionary Computation},
    Year = {2014},
    Address = {New York, NY, USA},
    Pages = {1223--1230},
    Publisher = {ACM},
    Series = {GECCO '14},
    Keywords = {cyclone optimization problem, evolutionary multi-objective optimization, parameter tuning},
    Location = {Vancouver, BC, Canada},
    Numpages = {8}
    }
  • [PDF] S. Moritz, T. Bartz-Beielstein, O. Mersmann, M. Zaefferer, and J. Stork, “Does imputation work for improvement of domestic hot water usage prediction?,” in Proceedings. 24. workshop computational intelligence, dortmund, 27.-28. november 2014, 2014, pp. 205-222.
    [Bibtex]
    @InProceedings{Moritz2014a,
    Title = {Does imputation work for improvement of domestic hot water usage prediction?},
    Author = {Moritz, Steffen and Bartz-Beielstein, Thomas and Mersmann, Olaf and Zaefferer, Martin and Stork, J{\"o}rg},
    Booktitle = {Proceedings. 24. Workshop Computational Intelligence, Dortmund, 27.-28. November 2014},
    Year = {2014},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Pages = {205--222},
    Publisher = {KIT Scientific Publishing},
    Volume = {50}
    }
  • [PDF] J. Stork, A. Fischbach, T. Bartz-Beielstein, and M. Zaefferer, “Boosting parameter-tuning efficiency with adaptive experimental designs,” in Proceedings 24. workshop computational intelligence, 2014, pp. 223-235.
    [Bibtex]
    @InProceedings{Stork2014a,
    Title = {Boosting Parameter-Tuning Efficiency with Adaptive Experimental Designs},
    Author = {J{\"o}rg Stork and Andreas Fischbach and Thomas Bartz-Beielstein and Martin Zaefferer},
    Booktitle = {Proceedings 24. Workshop Computational Intelligence},
    Year = {2014},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Pages = {223--235},
    Publisher = {{KIT} Scientific Publishing}
    }
  • [PDF] M. Zaefferer, J. Stork, M. Friese, A. Fischbach, B. Naujoks, and T. Bartz-Beielstein, “Efficient global optimization for combinatorial problems,” in Proceedings of the 2014 conference on genetic and evolutionary computation, New York, NY, USA, 2014, pp. 871-878.
    [Bibtex]
    @InProceedings{Zaefferer2014b,
    Title = {Efficient Global Optimization for Combinatorial Problems},
    Author = {Zaefferer, Martin and Stork, J\"{o}rg and Friese, Martina and Fischbach, Andreas and Naujoks, Boris and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings of the 2014 Conference on Genetic and Evolutionary Computation},
    Year = {2014},
    Address = {New York, NY, USA},
    Pages = {871--878},
    Publisher = {ACM},
    Series = {GECCO '14},
    Keywords = {distance measure, efficient global optimization, gaussian processes, genetic algorithm, kriging, surrogate model-based optimization},
    Location = {Vancouver, BC, Canada},
    Numpages = {8}
    }
  • [PDF] M. Zaefferer, J. Stork, and T. Bartz-Beielstein, “Distance measures for permutations in combinatorial efficient global optimization,” in Parallel problem solving from nature–ppsn xiii, Cham, Switzerland, 2014, pp. 373-383.
    [Bibtex]
    @InProceedings{Zaefferer2014c,
    Title = {Distance Measures for Permutations in Combinatorial Efficient Global Optimization},
    Author = {Zaefferer, Martin and Stork, J{\"o}rg and Bartz-Beielstein, Thomas},
    Booktitle = {Parallel Problem Solving from Nature--PPSN XIII},
    Year = {2014},
    Address = {Cham, Switzerland},
    Editor = {Bartz-Beielstein, Thomas and Branke, Jürgen and Filipic, Bogdan and Smith, Jim},
    Pages = {373--383},
    Publisher = {Springer}
    }
  • [PDF] M. Zaefferer, T. Bartz-Beielstein, B. Naujoks, T. Wagner, and M. Emmerich, “A case study on multi-criteria optimization of an event detection software under limited budgets,” in Evolutionary multi-criterion optimization, Berlin, Heidelberg, Germany, 2013, pp. 756-770.
    [Bibtex]
    @InProceedings{Zaefferer2013a,
    Title = {A Case Study on Multi-Criteria Optimization of an Event Detection Software under Limited Budgets},
    Author = {Zaefferer, Martin and Bartz-Beielstein, Thomas and Naujoks, Boris and Wagner, Tobias and Emmerich, Michael},
    Booktitle = {Evolutionary Multi-Criterion Optimization},
    Year = {2013},
    Address = {Berlin, Heidelberg, Germany},
    Editor = {Purshouse, Robin C. and Fleming, Peter J. and Fonseca, Carlos M. and Greco, Salvatore and Shaw, Jane},
    Pages = {756--770},
    Publisher = {Springer},
    Series = {Lecture Notes in Computer Science}
    }
  • [PDF] B. Breiderhoff, T. Bartz-Beielstein, B. Naujoks, M. Zaefferer, A. Fischbach, O. Flasch, M. Friese, O. Mersmann, and J. Stork, “Simulation and optimization of cyclone dust separators,” in Proceedings 23. workshop computational intelligence, 2013, pp. 177-196.
    [Bibtex]
    @InProceedings{Breiderhoff2013,
    Title = {Simulation and Optimization of Cyclone Dust Separators},
    Author = {Beate Breiderhoff and Thomas Bartz-Beielstein and Boris Naujoks and Martin Zaefferer and Andreas Fischbach and Oliver Flasch and Martina Friese and Olaf Mersmann and J{\"o}rg Stork},
    Booktitle = {Proceedings 23. Workshop Computational Intelligence},
    Year = {2013},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Pages = {177--196}
    }
  • [PDF] O. Flasch, M. Friese, K. Vladislavleva, T. Bartz-Beielstein, O. Mersmann, B. Naujoks, J. Stork, and M. Zaefferer, “Comparing Ensemble-based Forecasting Methods for Smart-Metering Data,” in Conference on applications of evolutionary computation (evoapplications), Berlin, Heidelberg, Germany, 2013.
    [Bibtex]
    @InProceedings{Flasch2012d,
    Title = {{Comparing Ensemble-based Forecasting Methods for Smart-Metering Data}},
    Author = {Oliver Flasch and Martina Friese and Katya Vladislavleva and Thomas Bartz-Beielstein and Olaf Mersmann and Boris Naujoks and Joerg Stork and Martin Zaefferer},
    Booktitle = {Conference on Applications of Evolutionary Computation (EvoApplications)},
    Year = {2013},
    Address = {Berlin, Heidelberg, Germany},
    Publisher = {Springer}
    }
  • [PDF] T. Bartz-Beielstein, M. Zaefferer, and B. Naujoks, “How to create meaningful and generalizable results,” in Proceedings of the 15th annual conference companion on genetic and evolutionary computation, New York, NY, USA, 2013, pp. 979-1004.
    [Bibtex]
    @InProceedings{Bartz-Beielstein2013,
    Title = {How to Create Meaningful and Generalizable Results},
    Author = {Bartz-Beielstein, Thomas and Zaefferer, Martin and Naujoks, Boris},
    Booktitle = {Proceedings of the 15th Annual Conference Companion on Genetic and Evolutionary Computation},
    Year = {2013},
    Address = {New York, NY, USA},
    Pages = {979--1004},
    Publisher = {ACM},
    Series = {GECCO '13 Companion},
    Keywords = {mixed effect models, sequential parameter optimization},
    Location = {Amsterdam, The Netherlands},
    Numpages = {26}
    }
  • [PDF] T. Bartz-Beielstein, O. Flasch, and M. Zaefferer, “Sequential parameter optimization for symbolic regression,” in Proceedings of the 14th annual conference companion on genetic and evolutionary computation, Philadelphia, Pennsylvania, USA, 2012, pp. 495-496.
    [Bibtex]
    @InProceedings{Bartz-Beielstein2012,
    Title = {Sequential Parameter Optimization for Symbolic Regression},
    Author = {Thomas Bartz-Beielstein and Oliver Flasch and Martin Zaefferer},
    Booktitle = {Proceedings of the 14th annual conference companion on Genetic and evolutionary computation},
    Year = {2012},
    Address = {Philadelphia, Pennsylvania, USA},
    Editor = {Steven Gustafson and Ekaterina Vladislavleva},
    Month = {July},
    Pages = {495--496},
    Publisher = {ACM},
    Organisation = {SIGEVO},
    Publisher_address = {New York, NY, USA}
    }
  • [PDF] M. Zaefferer, B. Naujoks, T. Bartz-Beielstein, M. Friese, O. Mersmann, and O. Flasch, “Mehrkriterielle sequentielle Parameteroptimierung für Anwendungsprobleme mit stark limitiertem Budget,” in Proceedings 22. workshop computational intelligence, 2012, pp. 385-400.
    [Bibtex]
    @InProceedings{Zaefferer2012c,
    Title = {{Mehrkriterielle sequentielle Parameteroptimierung f{\"u}r Anwendungsprobleme mit stark limitiertem Budget}},
    Author = {Martin Zaefferer and Boris Naujoks and Thomas Bartz-Beielstein and Martina Friese and Olaf Mersmann and Oliver Flasch},
    Booktitle = {Proceedings 22. Workshop Computational Intelligence},
    Year = {2012},
    Pages = {385--400}
    }
  • [PDF] M. Friese, T. Bartz-Beielstein, K. Vladislavleva, O. Flasch, O. Mersmann, B. Naujoks, M. Zaefferer, and J. Stork, “Ensemble-Based Model Selection for Smart Metering Data,” in Proceedings 22. workshop computational intelligence, 2012, pp. 215-228.
    [Bibtex]
    @InProceedings{Friese2012c,
    Title = {{Ensemble-Based Model Selection for Smart Metering Data}},
    Author = {Martina Friese and Thomas Bartz-Beielstein and Katya Vladislavleva and Oliver Flasch and Olaf Mersmann and Boris Naujoks and Martin Zaefferer and J{\"o}rg Stork},
    Booktitle = {Proceedings 22. Workshop Computational Intelligence},
    Year = {2012},
    Pages = {215--228}
    }
  • [PDF] T. Bartz-Beielstein, M. Preuß, and M. Zaefferer, “Statistical analysis of optimization algorithms with r,” in Proceedings of the 14th annual conference companion on genetic and evolutionary computation, New York, NY, USA, 2012, pp. 1259-1286.
    [Bibtex]
    @InProceedings{Bartz-Beielstein2012f,
    Title = {Statistical Analysis of Optimization Algorithms with R},
    Author = {Bartz-Beielstein, Thomas and Preu\ss, Mike and Zaefferer, Martin},
    Booktitle = {Proceedings of the 14th Annual Conference Companion on Genetic and Evolutionary Computation},
    Year = {2012},
    Address = {New York, NY, USA},
    Pages = {1259--1286},
    Publisher = {ACM},
    Series = {GECCO '12},
    Keywords = {algorithm tuning, optimization, statistics},
    Location = {Philadelphia, Pennsylvania, USA},
    Numpages = {28}
    }
  • [PDF] T. Bartz-Beielstein, M. Friese, B. Naujoks, and M. Zaefferer, “Spot applied to non-stochastic optimization problems: an experimental study,” in Proceedings of the 14th annual conference companion on genetic and evolutionary computation, New York, NY, USA, 2012, pp. 645-646.
    [Bibtex]
    @InProceedings{Bartz-Beielstein2012d,
    Title = {SPOT Applied to Non-stochastic Optimization Problems: An Experimental Study},
    Author = {Bartz-Beielstein, Thomas and Friese, Martina and Naujoks, Boris and Zaefferer, Martin},
    Booktitle = {Proceedings of the 14th Annual Conference Companion on Genetic and Evolutionary Computation},
    Year = {2012},
    Address = {New York, NY, USA},
    Pages = {645--646},
    Publisher = {ACM},
    Series = {GECCO '12},
    Keywords = {sequential parameter optimization},
    Location = {Philadelphia, Pennsylvania, USA},
    Numpages = {2}
    }
  • [PDF] M. Zaefferer, T. Bartz-Beielstein, M. Friese, B. Naujoks, and O. Flasch, “Multi-criteria optimization for hard problems under limited budgets,” in Proceedings of the 14th annual conference companion on genetic and evolutionary computation, New York, NY, USA, 2012, pp. 1451-1452.
    [Bibtex]
    @InProceedings{Zaefferer2012a,
    Title = {Multi-criteria Optimization for Hard Problems Under Limited Budgets},
    Author = {Zaefferer, Martin and Bartz-Beielstein, Thomas and Friese, Martina and Naujoks, Boris and Flasch, Oliver},
    Booktitle = {Proceedings of the 14th Annual Conference Companion on Genetic and Evolutionary Computation},
    Year = {2012},
    Address = {New York, NY, USA},
    Pages = {1451--1452},
    Publisher = {ACM},
    Series = {GECCO '12},
    Keywords = {multi-criteria optimization, robustness, sequential parameter optimization},
    Location = {Philadelphia, Pennsylvania, USA},
    Numpages = {2}
    }
  • [PDF] M. Friese, M. Zaefferer, T. Bartz-Beielstein, O. Flasch, P. Koch, W. Konen, and B. Naujoks, “Ensemble Based Optimization and Tuning Algorithms,” in Proceedings 21. workshop computational intelligence, 2011, pp. 119-134.
    [Bibtex]
    @InProceedings{Friese2011a,
    Title = {{Ensemble Based Optimization and Tuning Algorithms}},
    Author = {Martina Friese and Martin Zaefferer and Thomas Bartz-Beielstein and Oliver Flasch and Patrick Koch and Wolfgang Konen and Boris Naujoks},
    Booktitle = {Proceedings 21. Workshop Computational Intelligence},
    Year = {2011},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Pages = {119--134},
    Publisher = {Universit{\"a}tsverlag Karlsruhe}
    }
  • [PDF] T. Bartz-Beielstein, M. Friese, M. Zaefferer, B. Naujoks, O. Flasch, W. Konen, and P. Koch, “Noisy optimization with sequential parameter optimization and optimal computational budget allocation,” in Proceedings of the 13th annual conference companion on genetic and evolutionary computation, New York, NY, USA, 2011, pp. 119-120.
    [Bibtex]
    @InProceedings{Bartz-Beielstein2011b,
    Title = {Noisy Optimization with Sequential Parameter Optimization and Optimal Computational Budget Allocation},
    Author = {Bartz-Beielstein, Thomas and Friese, Martina and Zaefferer, Martin and Naujoks, Boris and Flasch, Oliver and Konen, Wolfgang and Koch, Patrick},
    Booktitle = {Proceedings of the 13th Annual Conference Companion on Genetic and Evolutionary Computation},
    Year = {2011},
    Address = {New York, NY, USA},
    Pages = {119--120},
    Publisher = {ACM},
    Series = {GECCO '11},
    Keywords = {parameter tuning, sequential parameter optimization, surrogate model/fitness approximation},
    Location = {Dublin, Ireland},
    Numpages = {2}
    }
  • [PDF] P. Koch, W. Konen, B. Naujoks, O. Flasch, M. Friese, M. Zaefferer, and T. Bartz-Beielstein, “Tuned Data Mining in R,” in Proceedings 21. workshop computational intelligence, 2011, pp. 147-160.
    [Bibtex]
    @InProceedings{Koch2011b,
    Title = {{Tuned Data Mining in {R}}},
    Author = {Patrick Koch and Wolfgang Konen and Boris Naujoks and Oliver Flasch and Martina Friese and Martin Zaefferer and Thomas Bartz-Beielstein},
    Booktitle = {Proceedings 21. Workshop Computational Intelligence},
    Year = {2011},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Pages = {147--160},
    Publisher = {Universit{\"a}tsverlag Karlsruhe}
    }
  • J. Ziegenhirt, T. Bartz-Beielstein, O. Flasch, W. Konen, and M. Zaefferer, “Optimization of Biogas Production with Computational Intelligence—A Comparative Study,” in Proc. 2010 congress on evolutionary computation (CEC’10) within IEEE world congress on computational intelligence (WCCI’10), barcelona, spain, New York, NY, USA, 2010, pp. 3606-3613.
    [Bibtex]
    @InProceedings{Ziegenhirt2010a,
    Title = {{Optimization of Biogas Production with Computational Intelligence---A Comparative Study}},
    Author = {J\"org Ziegenhirt and Thomas Bartz-Beielstein and Oliver Flasch and Wolfgang Konen and Martin Zaefferer},
    Booktitle = {Proc. 2010 Congress on Evolutionary Computation ({CEC}'10) within {IEEE} World Congress on Computational Intelligence ({WCCI}'10), Barcelona, Spain},
    Year = {2010},
    Address = {New York, NY, USA},
    Editor = {Fogel, Gary et al.},
    Pages = {3606--3613},
    Publisher = {IEEE}
    }

Miscellaneous

  • [PDF] B. Naujoks, J. Stork, M. Zaefferer, and T. Bartz-Beielstein, Meta-model assisted (evolutionary) optimization, 2016.
    [Bibtex]
    @Misc{Zaefferer2016e,
    Title = {Meta-Model Assisted (Evolutionary) Optimization},
    Author = {Boris Naujoks and Jörg Stork and Martin Zaefferer and Thomas Bartz-Beielstein},
    HowPublished = {online},
    Month = {sep},
    Note = {Tutorial Slides, PPSN XIV},
    Year = {2016}
    }
  • [PDF] M. Friese and M. Zaefferer, Two challenges in surrogate-modeling: merging surrogate-models into ensembles and dealing with structured or combinatorial search spaces, 2016.
    [Bibtex]
    @Misc{Friese2016a,
    Title = {Two Challenges in Surrogate-modeling: Merging Surrogate-models into Ensembles and Dealing with Structured or Combinatorial Search Spaces},
    Author = {Martina Friese and Martin Zaefferer},
    HowPublished = {Contributed Talk at Surrogate-Assisted Multi-Criteria Optimization (SAMCO) Workshop, Lorentz Center, Leiden, NL},
    Month = mar,
    Year = {2016}
    }

Technical Reports

  • [PDF] T. Bartz-Beielstein and M. Zaefferer, “Model-based methods for continuous and discrete global optimization,” TH Köln, 8/2016, 2016.
    [Bibtex]
    @TechReport{Bartz-Beielstein2016,
    Title = {Model-based Methods for Continuous and Discrete Global Optimization},
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Institution = {TH K\"oln},
    Year = {2016},
    Note = {CIplus},
    Number = {8/2016},
    Pages = {54},
    Series = {CIplus},
    URL = {http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:hbz:832-cos4-4356}
    }
  • T. Bartz-Beielstein and M. Zaefferer, “Cimo – ci-basierte mehrkriterielle optimierungsverfahren für anwendungen in der industrie (schlussbericht),” Fachhochschule Köln, Fakultät für Informatik und Ingenieurwissenschaften 2015.
    [Bibtex]
    @TechReport{Zaef15c,
    Title = {CIMO - CI-basierte Mehrkriterielle Optimierungsverfahren für Anwendungen in der Industrie (Schlussbericht)},
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Institution = {Fachhochschule Köln, Fakultät für Informatik und Ingenieurwissenschaften},
    Year = {2015}
    }
  • [PDF] O. Flasch, M. Friese, M. Zaefferer, T. Bartz-Beielstein, and J. Branke, “Learning model-ensemble policies with genetic programming,” Fakultät 10 / Institut für Informatik, 3/2015, 2015.
    [Bibtex]
    @TechReport{Flasch2015,
    Title = {Learning Model-Ensemble Policies with Genetic Programming},
    Author = {Oliver Flasch and Martina Friese and Martin Zaefferer and Thomas Bartz-Beielstein and J{\"u}rgen Branke},
    Institution = {Fakult{\"a}t 10 / Institut f{\"u}r Informatik},
    Year = {2015},
    Number = {3/2015},
    Series = {CIplus}
    }
  • [PDF] M. Zaefferer, B. Naujoks, and T. Bartz-Beielstein, “A gentle introduction to multi-criteria optimization with spot,” Bibliothek der Fachhochschule Köln, Schriftenreihe {CI}plus, Betzdorfer Str. 2, 50679 Köln, 1/2013, 2013.
    [Bibtex]
    @TechReport{Zaefferer2013c,
    Title = {A Gentle Introduction to Multi-Criteria Optimization with SPOT},
    Author = {Martin Zaefferer and Boris Naujoks and Thomas Bartz-Beielstein},
    Institution = {Bibliothek der Fachhochschule K{\"o}ln, Schriftenreihe {CI}plus},
    Year = {2013},
    Address = {Betzdorfer Str. 2, 50679 K{\"o}ln},
    Number = {1/2013}
    }
  • [PDF] M. Friese, J. Stork, R. R. Guerra, T. Bartz-Beielstein, S. Thaker, O. Flasch, and M. Zaefferer, “Unified univariate frequency-based imputation for time series data,” Fakultät 10 / Institut für Informatik, 5/2013, 2013.
    [Bibtex]
    @TechReport{Friese2013,
    Title = {UniFIeD Univariate Frequency-based Imputation for Time Series Data},
    Author = {Martina Friese and J{\"o}rg Stork and Ricardo Ramos Guerra and Thomas Bartz-Beielstein and Soham Thaker and Oliver Flasch and Martin Zaefferer},
    Institution = {Fakult{\"a}t 10 / Institut f{\"u}r Informatik},
    Year = {2013},
    Number = {5/2013},
    Series = {CIplus}
    }
  • [PDF] M. Zaefferer, T. Bartz-Beielstein, M. Friese, B. Naujoks, and O. Flasch, “MSPOT: Multi-Criteria Sequential Parameter Optimization,” {CI}plus, TR 2/2012, 2012.
    [Bibtex]
    @TechReport{Zaefferer2012b,
    Title = {{MSPOT: Multi-Criteria Sequential Parameter Optimization}},
    Author = {Martin Zaefferer and Thomas Bartz-Beielstein and Martina Friese and Boris Naujoks and Oliver Flasch},
    Institution = {{CI}plus},
    Year = {2012},
    Month = {January},
    Number = {TR 2/2012}
    }
  • [PDF] T. Bartz-Beielstein and M. Zaefferer, “A Gentle Introduction to Sequential Parameter Optimization,” CIplus, TR 01/2012, 2012.
    [Bibtex]
    @TechReport{Bartz-Beielstein2012i,
    Title = {{A Gentle Introduction to Sequential Parameter Optimization}},
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Institution = {CIplus},
    Year = {2012},
    Number = {TR 01/2012}
    }