Publications

Publications SPOTSeven

2017

  • [DOI] T. Bartz-Beielstein and M. Zaefferer, “Model-based methods for continuous and discrete global optimization,” Applied soft computing, 2017.
    [Bibtex]
    @article{Bart16n,
    Author = {Bartz-Beielstein, Thomas and Zaefferer, Martin},
    Date-Added = {2017-01-25 09:26:31 +0000},
    Date-Modified = {2017-02-14 13:16:36 +0000},
    Doi = {10.1016/j.asoc.2017.01.039},
    Journal = {Applied Soft Computing},
    Keywords = {owos, frie17a, bartzPublic, nonfree},
    Title = {Model-based Methods for Continuous and Discrete Global Optimization},
    Year = {2017},
    Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.asoc.2017.01.039}}

2016

  • [PDF] S. Chandrasekaran, S. Moritz, M. Zaefferer, J. Stork, T. Bartz-Beielstein, and T. Bartz-Beielstein, “Data Preprocessing: A New Algorithm for Univariate Imputation Designed Specifically for Industrial Needs,” in Workshop computational intelligence, 2016, pp. 1-20.
    [Bibtex]
    @inproceedings{Chan16a,
    Author = {Chandrasekaran, Sowmya and Moritz, Steffen and Zaefferer, Martin and Stork, J{\"o}rg and Bartz-Beielstein, Thomas and Bartz-Beielstein, Thomas},
    Booktitle = {Workshop Computational Intelligence},
    Date-Added = {2016-09-25T18:39:03GMT},
    Date-Modified = {2017-01-14 15:19:58 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Groups = {bartzPublic},
    Keywords = {Sard16a, bartzPublic, free},
    Month = dec,
    Pages = {1--20},
    Rating = {0},
    Read = {Yes},
    Title = {{Data Preprocessing: A New Algorithm for Univariate Imputation Designed Specifically for Industrial Needs}},
    Year = {2016},
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  • [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{Zaef13b,
    Abstract = {An essential task for operation and planning of biogas plants is the optimization of substrate feed mixtures. Optimizing the monetary gain requires the determination of the exact amounts of maize, manure, grass silage, and other substrates. For this purpose, accurate simulation models are mandatory, because the underlying biochemical processes are very slow. The simulation models may be time-consuming to evaluate, hence we show how to use surrogate-model-based approaches to optimize biogas plants efficiently. In detail, a Kriging surrogate is employed. To improve model quality of this surrogate, we integrate cheaply available data into the optimization process. To this end, multi-fidelity modeling methods like Co-Kriging are applied. Furthermore, a two-layered modeling approach is used to avoid deterioration of model quality due to discontinuities in the search space. At the same time, the cheaply available data is shown to be very useful for initialization of the employed optimization algorithms. Overall, we show how biogas plants can be efficiently modeled using data-driven methods, avoiding discontinuities as well as including cheaply available data. The application of the derived surrogate models to an optimization process is only partly successful. Given the same budget of function evaluations, the multi-fidelity approach outperforms the alternatives. However, due to considerable computational requirements, this advantage may not translate into a success with regards to overall computation time.},
    Author = {Zaefferer, Martin and Gaida, Daniel and Bartz-Beielstein, Thomas},
    Date-Added = {2016-09-18T14:25:35GMT},
    Date-Modified = {2017-02-14 13:19:18 +0000},
    Doi = {10.1016/j.asoc.2016.05.047},
    Groups = {bartzPublic},
    Journal = {Applied Soft Computing},
    Keywords = {bartzPublic, nonfree, bart16n},
    Language = {English},
    Month = nov,
    Pages = {13--28},
    Rating = {0},
    Read = {Yes},
    Title = {{Multi-fidelity modeling and optimization of biogas plants}},
    Url = {http://www.sciencedirect.com/science/article/pii/S1568494616302575},
    Volume = {48},
    Year = {2016},
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    Bdsk-Url-1 = {http://www.sciencedirect.com/science/article/pii/S1568494616302575},
    Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.asoc.2016.05.047}}
  • [PDF] B. Naujoks, J. Stork, M. Zaefferer, and T. Bartz-Beielstein, “Presentation Slides: Meta-Model Assisted Evolutionary Optimization. Tutorial at PPSN 2016,” in Parallel problem solving from nature, 2016, pp. 1-104.
    [Bibtex]
    @inproceedings{Nauj16a,
    Author = {Naujoks, Boris and Stork, J{\"o}rg and Zaefferer, Martin and Bartz-Beielstein, Thomas},
    Booktitle = {Parallel Problem Solving from Nature},
    Date-Added = {2016-09-27T05:11:11GMT},
    Date-Modified = {2017-01-14 15:29:03 +0000},
    File = {{2A64E6A4-5604-4676-8DC1-57C47F2EFBAD.pdf:/Users/bartz/Library/Mobile Documents/com~apple~CloudDocs/Papers3.d/Papers Library/Files/2A/2A64E6A4-5604-4676-8DC1-57C47F2EFBAD.pdf:application/pdf}},
    Groups = {bartzPublic},
    Keywords = {bartzPublic, BartzTutorial, free},
    Month = sep,
    Pages = {1--104},
    Rating = {0},
    Read = {Yes},
    Title = {{Presentation Slides: Meta-Model Assisted Evolutionary Optimization. Tutorial at PPSN 2016}},
    Year = {2016},
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  • T. Bartz-Beielstein and M. Zaefferer, “Model-based methods for continuous and discrete global optimization,” Fakultät für Informatik und Ingenieurswissenschaften (F10), TH Köln, Schriftenreihe CIplus 8/2016, 2016.
    [Bibtex]
    @techreport{Bart16nCos,
    Address = {TH K{\"o}ln},
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Date-Added = {2016-11-29 16:21:19 +0000},
    Date-Modified = {2017-01-14 15:09:57 +0000},
    Howpublished = {Cologne Open Science},
    Institution = {Fakult{\"a}t f{\"u}r Informatik und Ingenieurswissenschaften (F10)},
    Keywords = {bartzPublic, free},
    Month = {August},
    Number = {8/2016},
    Pages = {54},
    Series = {CIplus},
    Title = {Model-based Methods for Continuous and Discrete Global Optimization},
    Type = {Schriftenreihe CIplus},
    Url = {http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:hbz:832-cos4-4356},
    Year = {2016},
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  • [PDF] T. Bartz-Beielstein, “A Survey of Model-Based Methods for Global Optimization,” in Bioinspired optimization methods and their applications, 2016, pp. 1-18.
    [Bibtex]
    @inproceedings{Bart16c,
    Abstract = {This article describes model-based methods for global optimization. After introducing the global optimization framework, modeling approaches for stochastic algorithms are presented. We differentiate between models that use a distribution and models that use an explicit surrogate model. Fundamental aspects of and recent advances in surrogate-model based optimization are discussed. Strategies for selecting and evaluat- ing surrogates are presented. The article concludes with a description of key features of two state-of-the-art surrogate model based algorithms, namely the evolvability learning of surrogates (EvoLS) algorithm and the sequential parameter optimization (SPO).},
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {Bioinspired Optimization Methods and their Applications},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2017-01-14 15:09:19 +0000},
    Editor = {Papa, Gregor and Mernik, Marjan},
    Groups = {bartzPublic},
    Keywords = {Surrogate, Bart16n, Bart16e, bartzPublic, free},
    Month = may,
    Pages = {1--18},
    Rating = {0},
    Timestamp = {2016-10-22},
    Title = {{A Survey of Model-Based Methods for Global Optimization}},
    Year = {2016},
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  • [PDF] M. Friese, T. Bartz-Beielstein, and M. T. M. Emmerich, “Building ensembles of surrogates by optimal convex combination,” in Bioinspired optimization methods and their applications, 2016, pp. 131-144.
    [Bibtex]
    @inproceedings{Frie16b,
    Abstract = {When using machine learning techniques for learning a function approx- imation from given data it can be difficult to select the right modelling technique. Without preliminary knowledge about the function it might be beneficial if the algorithm could learn all models by itself and select the model that suits best to the problem, an approach known as auto- mated model selection. We propose a generalization of this approach that also allows to combine the predictions of several surrogate mod- els into one more accurate ensemble surrogate model. This approach is studied in a fundamental way, by first evaluating minimalistic en- sembles of only two surrogate models in detail and then proceeding to ensembles with more surrogate models. The results show to what ex- tent combinations of models can perform better than single surrogate models and provide insights into the scalability and robustness of the approach. The focus is on multi-modal functions which are important in surrogate-assisted global optimization.
    },
    Author = {Friese, Martina and Bartz-Beielstein, Thomas and Emmerich, Michael T M},
    Booktitle = {Bioinspired Optimization Methods and their Applications},
    Date-Added = {2016-05-03T17:42:54GMT},
    Date-Modified = {2017-01-14 15:24:12 +0000},
    Editor = {Mernik, Marjan and Papa, Gregor},
    Groups = {bartzPublic},
    Keywords = {bartzPublic, free},
    Month = may,
    Pages = {131--144},
    Rating = {0},
    Title = {{Building ensembles of surrogates by optimal convex combination}},
    Year = {2016},
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  • M. Friese, T. Bartz-Beielstein, and M. Emmerich, “Building Ensembles of Surrogate Models by Optimal Convex Combination (Preprint),” TH Köln, Cologne, 4/2016, 2016.
    [Bibtex]
    @techreport{Frie16aCos,
    Address = {Cologne},
    Author = {Friese, Martina and Bartz-Beielstein, Thomas and Emmerich, Michael},
    Date-Added = {2016-06-02T19:42:34GMT},
    Date-Modified = {2017-01-14 15:24:00 +0000},
    Groups = {bartzPublic},
    Institution = {TH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Month = apr,
    Number = {4/2016},
    Rating = {0},
    Timestamp = {2016-10-19},
    Title = {{Building Ensembles of Surrogate Models by Optimal Convex Combination (Preprint)}},
    Year = {2016},
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  • T. Bartz-Beielstein, “Forschendes Lernen – vom Bachelor zur Promotion in den Ingenieurwissenschaften,” in Neues handbuch hochschullehre, B. Berendt, A. Fleischmann, N. Schaper, B. Szczyrba, and J. Wildt, Eds., Josef Raabe, 2016, pp. 1-28.
    [Bibtex]
    @incollection{Bart15q,
    Abstract = {Forschendes Lernen versteht sich als ein methodisches Prinzip, das Forschungsorientierung und Verkn{\"u}pfung von Forschung und Lehre in die Studieng{\"a}nge und Lehrveranstaltungen integriert und f{\"u}r studentische Lernprozesse nutzbringend anwendet. Studierende sind dabei Teil der Scientific Community. Dieser Beitrag ist ein Erfahrungsbericht, in dem das Konzept des {\quotedblbase}Forschenden Ler- nens{\textquotedblleft} in einer Variante vorgestellt wird, die in den letzten zehn Jahren an einer deutschen Fach- hochschule f{\"u}r ingenieurwissenschaftliche Studieng{\"a}nge entwickelt wurde. Da es {\quotedblbase}das{\textquotedblleft} Forschende Lernen nicht gibt, werden zun{\"a}chst die f{\"u}r diesen Beitrag relevanten Gesichtspunkte zusammenge- stellt. Darauf aufbauend wird ein Prozessmodell des Forschenden Lernens vorgestellt. Dieses Mo- dell erm{\"o}glicht Forschendes Lernen f{\"u}r Bachelor- und Masterstudierende sowie f{\"u}r Doktorandin- nen und Doktoranden.},
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {Neues Handbuch Hochschullehre},
    Date-Added = {2015-11-29T01:33:58GMT},
    Date-Modified = {2017-01-14 15:08:39 +0000},
    Editor = {Berendt, Brigitte and Fleischmann, Andreas and Schaper, Niclas and Szczyrba, Birgit and Wildt, Johannes},
    Groups = {bartzPublic},
    Keywords = {bartzPublic, nonfree},
    Pages = {1--28},
    Publisher = {Josef Raabe},
    Rating = {0},
    Title = {{Forschendes Lernen - vom Bachelor zur Promotion in den Ingenieurwissenschaften}},
    Year = {2016},
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  • T. Bartz-Beielstein, “EASD-experimental algorithmics for streaming data,” TH Köln, 2/2016, 2016.
    [Bibtex]
    @techreport{Bart16fCos,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2017-01-06 10:41:16 +0000},
    Date-Modified = {2017-01-14 15:09:26 +0000},
    Institution = {TH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Number = {2/2016},
    Title = {{EASD}-Experimental Algorithmics for Streaming Data},
    Year = {2016},
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  • [PDF] T. Bartz-Beielstein, “Experimental Algorithmics Applied to On-line Machine Learning,” in Bioinspired optimization methods and their applications, 2016, pp. 94-104.
    [Bibtex]
    @inproceedings{Bart16g,
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {Bioinspired Optimization Methods and their Applications},
    Date-Added = {2016-05-03T18:01:21GMT},
    Date-Modified = {2017-01-14 15:09:35 +0000},
    Editor = {Papa, Gregor and Mernik, Marjan},
    Groups = {bartzPublic},
    Keywords = {bartzPublic, free},
    Pages = {94--104},
    Rating = {0},
    Title = {{Experimental Algorithmics Applied to On-line Machine Learning}},
    Year = {2016},
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  • T. Bartz-Beielstein, “Stacked Generalization of Surrogate Models – A Practical Approach,” TH Köln, Köln, 5/2016, 2016.
    [Bibtex]
    @techreport{Bart16jCos,
    Address = {K{\"o}ln},
    Affiliation = {TH K{\"o}ln},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2017-01-14 15:09:49 +0000},
    Groups = {bartzPublic},
    Institution = {TH K{\"o}ln},
    Keywords = {Bart16n, Bart16e, bartzPublic, free},
    Number = {5/2016},
    Publisher = {Fakult{\"a}t f{\"u}r Informatik und Ingenieurwissenschaften (F10)},
    Rating = {0},
    Read = {Yes},
    Timestamp = {2016-10-19},
    Title = {{Stacked Generalization of Surrogate Models - A Practical Approach}},
    Year = {2016},
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  • T. Bartz-Beielstein, “Forschendes Lernen – vom Bachelor zur Promotion in den Ingenieurwissenschaften,” in Universitas in projects, S. Heuchemer and B. Szczyrba, Eds., {TH Köln}, 2016, pp. 143-170.
    [Bibtex]
    @incollection{Bart16r,
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {universitas in projects},
    Date-Added = {2016-11-16 14:58:44 +0000},
    Date-Modified = {2017-01-14 15:10:55 +0000},
    Editor = {Heuchemer, Sylvia and Szczyrba, Birgit},
    Keywords = {bartzPublic, nonfree},
    Pages = {143--170},
    Publisher = {{TH K{\"o}ln}},
    Title = {{Forschendes Lernen - vom Bachelor zur Promotion in den Ingenieurwissenschaften}},
    Year = {2016}}
  • [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{Doer16a,
    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},
    Date-Added = {2017-02-14 11:28:00 +0000},
    Date-Modified = {2017-02-14 11:28:14 +0000},
    Doi = {10.1007/978-3-319-45823-6_95},
    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},
    Isbn = {978-3-319-45823-6},
    Keywords = {bartzPublic, nonfree},
    Pages = {1012--1022},
    Publisher = {Springer International Publishing},
    Title = {Tutorials at PPSN 2016},
    Url = {http://dx.doi.org/10.1007/978-3-319-45823-6_95},
    Year = {2016},
    Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-319-45823-6_95}}
  • 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{Fisc16a,
    Address = {Dortmund},
    Author = {Andreas Fischbach and Martin Zaefferer and J{\"o}rg Stork and Martina Friese and Thomas Bartz-Beielstein},
    Booktitle = {Proceedings. 26. Workshop Computational Intelligence},
    Date-Added = {2017-02-14 11:12:35 +0000},
    Date-Modified = {2017-02-14 11:12:35 +0000},
    Editor = {Frank Hoffmann and Eyke H{\"u}llermeier and Ralf Mikut},
    Keywords = {bartzPublic, free},
    Pages = {159--177},
    Publisher = {KIT Scientific Publishing},
    Title = {From Real World Data to Test Functions},
    Year = {2016},
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  • [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, pp. 1-15, 2016.
    [Bibtex]
    @article{Jung14b,
    Abstract = {To maximize the throughput of a hot rolling mill, the number of passes has to be reduced. This can be achieved by maximizing the thickness reduction in each pass. For this purpose, exact predictions of roll force and torque are required. Hence, the predictive models that describe the physical behavior of the product have to be accurate and cover a wide range of different materials. Due to market requirements, a lot of new materials are tested and rolled. If these materials are chosen to be rolled more often, a suitable flow curve has to be established. It is not reasonable to determine those flow curves in laboratory, because of costs and time. A strong demand for quick parameter determination and the optimization of flow curve parameter with minimum costs is the logical consequence. Therefore, parameter estimation and the optimization with real data, which were collected during previous runs, is a promising idea. Producers benefit from this data-driven approach and receive a huge gain in flexibility when rolling new materials, optimizing current production, and increasing quality. This concept would also allow to optimize flow curve parameters, which have already been treated by standard methods. In this article, a new data-driven approach for predicting the physical behavior of the product and setting important parameters is presented. We demonstrate how the prediction quality of the roll force and roll torque can be optimized sustainably. This offers the opportunity to continuously increase the workload in each pass to the theoretical maximum while product quality and process stability can also be improved.},
    Author = {Jung, Christian and Zaefferer, Martin and Bartz-Beielstein, Thomas and Rudolph, G{\"u}nter},
    Date-Added = {2016-11-11 05:37:11 +0000},
    Date-Modified = {2017-01-14 15:24:35 +0000},
    Doi = {10.1007/s00170-016-9386-6},
    Issn = {1433-3015},
    Journal = {The International Journal of Advanced Manufacturing Technology},
    Keywords = {bartzPublic, Bart16n, nonfree},
    Pages = {1--15},
    Title = {Metamodel-based optimization of hot rolling processes in the metal industry},
    Url = {http://dx.doi.org/10.1007/s00170-016-9386-6},
    Year = {2016},
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  • [PDF] M. A. Rebolledo Coy, S. Krey, T. Bartz-Beielstein, O. Flasch, A. Fischbach, and J. Stork, “Modeling and optimization of a robust gas sensor,” in Bioinspired optimization methods and their applications, 2016, pp. 267-278.
    [Bibtex]
    @inproceedings{Rebo15a,
    Abstract = {In this paper we present a comparison of different data driven modeling methods. The first instance of a data driven linear Bayesian model is compared with several linear regression models, a Kriging model and a genetic programming model. The models are build on industrial data for the development of a robust gas sensor. The data contain limited amount of samples and a high variance. The mean square error of the models implemented in a test dataset is used as the comparison strategy. The results indicate that standard linear regression approaches as well as Kriging and GP show good results, whereas the Bayesian approach, despite the fact that it requires additional resources, does not lead to improved results.},
    Author = {Rebolledo Coy, Margarita Alejandra and Krey, Sebastian and Bartz-Beielstein, Thomas and Flasch, Oliver and Fischbach, Andreas and Stork, J{\"o}rg},
    Booktitle = {Bioinspired Optimization Methods and their Applications},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2017-01-14 15:29:41 +0000},
    Editor = {Papa, Gregor and Mernik, Marjan},
    Keywords = {Bart16n, bartzPublic, free},
    Pages = {267--278},
    Rating = {0},
    Title = {Modeling and Optimization of a Robust Gas Sensor},
    Year = {2016},
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  • [PDF] [DOI] M. Zaefferer and T. Bartz-Beielstein, “Efficient global optimization with indefinite kernels,” 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., Cham: Springer International Publishing, 2016, pp. 69-79.
    [Bibtex]
    @inbook{Zaef16b,
    Address = {Cham},
    Author = {Zaefferer, Martin and Bartz-Beielstein, Thomas},
    Booktitle = {Parallel Problem Solving from Nature -- PPSN XIV: 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings},
    Date-Added = {2017-02-14 11:35:11 +0000},
    Date-Modified = {2017-02-14 11:36:11 +0000},
    Doi = {10.1007/978-3-319-45823-6_7},
    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},
    Isbn = {978-3-319-45823-6},
    Keywords = {bartzPublic, nonfree, bart16n},
    Pages = {69--79},
    Publisher = {Springer International Publishing},
    Title = {Efficient Global Optimization with Indefinite Kernels},
    Url = {http://dx.doi.org/10.1007/978-3-319-45823-6_7},
    Year = {2016},
    Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-319-45823-6_7}}

2015

  • [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 Proc. 25. workshop computational intelligence, 2015, pp. 255-269.
    [Bibtex]
    @inproceedings{Fisc15a,
    Author = {Fischbach, Andreas and Stork, J{\"o}rg and Zaefferer, Martin and Krey, Sebastian and Bartz-Beielstein, Thomas},
    Booktitle = {Proc. 25. Workshop Computational Intelligence},
    Date-Added = {2016-09-18T15:13:50GMT},
    Date-Modified = {2017-01-14 15:20:09 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Keywords = {bartzPublic, free},
    Month = nov,
    Pages = {255--269},
    Rating = {0},
    Title = {{Analyzing Capabilities of Latin Hypercube Designs Compared to Classical Experimental Design Methods}},
    Year = {2015},
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  • [PDF] S. Moritz, A. Sarda, T. Bartz-Beielstein, M. Zaefferer, and J. Stork, “Comparison of different Methods for Univariate Time Series Imputation in R,” , 2015.
    [Bibtex]
    @article{Mori15a,
    Author = {Moritz, Steffen and Sarda, Alexis and Bartz-Beielstein, Thomas and Zaefferer, Martin and Stork, J{\"o}rg},
    Date-Added = {2016-09-27T09:48:50GMT},
    Date-Modified = {2017-01-14 15:28:10 +0000},
    Eprint = {1510.03924},
    Eprintclass = {stat.AP},
    Eprinttype = {arxiv},
    Keywords = {Sard16a, bartzPublic, free},
    Month = oct,
    Rating = {0},
    Read = {Yes},
    Title = {{Comparison of different Methods for Univariate Time Series Imputation in R}},
    Url = {http://arxiv.org/abs/1510.03924},
    Year = {2015},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://arxiv.org/abs/1510.03924}}
  • T. Bartz-Beielstein, “Zen und die Kunst der Hochschullehre,” Changing, iss. 2, pp. 39-49, 2015.
    [Bibtex]
    @article{Bart15p,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:34:01GMT},
    Date-Modified = {2017-01-14 15:08:26 +0000},
    Journal = {changing},
    Keywords = {bartzPublic, free},
    Month = sep,
    Number = {2},
    Pages = {39--49},
    Rating = {0},
    Title = {{Zen und die Kunst der Hochschullehre}},
    Year = {2015}}
  • T. Bartz-Beielstein, “Meaningful Problem Instances and Generalizable Results,” Cologne University of Applied Science, Betzdorfer Str. 2, 50679 Köln, 1, 2015.
    [Bibtex]
    @techreport{Bart15iCos,
    Address = {Betzdorfer Str. 2, 50679 K\"oln},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:34:18GMT},
    Date-Modified = {2017-01-14 15:07:25 +0000},
    Institution = {Cologne University of Applied Science},
    Keywords = {bartzPublic, free},
    Month = feb,
    Number = {1},
    Publisher = {{SPOTSeven} Lab, Cologne University of Applied Sciences},
    Rating = {0},
    Read = {Yes},
    Title = {{Meaningful Problem Instances and Generalizable Results}},
    Year = {2015},
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  • [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, pp. 79-99.
    [Bibtex]
    @incollection{Bart13i,
    Author = {Bartz-Beielstein, Thomas and Jung, Christian and Zaefferer, Martin},
    Booktitle = {Uncertainty Management in Simulation-Optimization of Complex Systems: Algorithms and Applications},
    Date-Added = {2017-01-14 15:04:00 +0000},
    Date-Modified = {2017-01-14 15:06:34 +0000},
    Editor = {Meloni, Carlo and Dellino, Gabriella},
    Keywords = {bartzPublic, nonfree},
    Pages = {79--99},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Uncertainty Management Using Sequential Parameter Optimization}},
    Year = {2015}}
  • T. Bartz-Beielstein, J. Branke, J. Mehnen, and O. Mersmann, “Overview: Evolutionary Algorithms,” Fakultät 10 / Institut für Informatik, Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, 2/2015, 2015.
    [Bibtex]
    @techreport{Bart15jCos,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Bartz-Beielstein, Thomas and Branke, J{\"u}rgen and Mehnen, J{\"o}rn and Mersmann, Olaf},
    Date-Added = {2016-11-05 19:02:18 +0000},
    Date-Modified = {2017-01-14 15:07:35 +0000},
    Institution = {Fakult{\"a}t 10 / Institut f{\"u}r Informatik},
    Keywords = {bartzPublic, free},
    Number = {2/2015},
    Title = {{Overview: Evolutionary Algorithms}},
    Year = {2015},
    Bdsk-File-1 = {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}}
  • T. Bartz-Beielstein, C. Jung, and M. Zaefferer, “Sequential Parameter Optimization in Noisy Environments,” Cologne University of Applied Sciences, 4, 2015.
    [Bibtex]
    @techreport{Bart15oCos,
    Author = {Bartz-Beielstein, Thomas and Jung, Christian and Zaefferer, Martin},
    Date-Added = {2016-08-19T14:05:17GMT},
    Date-Modified = {2016-11-15 15:13:52 +0000},
    Institution = {Cologne University of Applied Sciences},
    Keywords = {bartzPublic, free},
    Number = {4},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Sequential Parameter Optimization in Noisy Environments}},
    Year = {2015},
    Bdsk-File-1 = {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}}
  • [DOI] T. Bartz-Beielstein, “How to Create Generalizable Results,” in Springer handbook of computational intelligence, J. Kacprzyk and W. Pedrycz, Eds., Berlin, Heidelberg: Springer Berlin Heidelberg, 2015, pp. 1127-1142.
    [Bibtex]
    @incollection{Bart15s,
    Address = {Berlin, Heidelberg},
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {Springer Handbook of Computational Intelligence},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2016-11-16 10:01:05 +0000},
    Doi = {10.1007/978-3-662-43505-2_56},
    Editor = {Kacprzyk, Janusz and Pedrycz, Witold},
    Isbn = {978-3-662-43504-5},
    Keywords = {Bart16n, bartzPublic, nonfree},
    Language = {English},
    Pages = {1127--1142},
    Publisher = {Springer Berlin Heidelberg},
    Rating = {0},
    Title = {{How to Create Generalizable Results}},
    Url = {http://dx.doi.org/10.1007/978-3-662-43505-2_56},
    Year = {2015},
    Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-662-43505-2_56}}
  • [PDF] T. Bartz-Beielstein and M. Zaefferer, “MCIOP – Mehrkriterielle CI-basierte Optimierungsverfahren für den industriellen Einsatz (Schlussbericht),” , 6/2015, 2015.
    [Bibtex]
    @techreport{Bart15x,
    Author = {Bartz-Beielstein, Thomas and Zaefferer, Martin},
    Date-Added = {2015-12-27T21:40:11GMT},
    Date-Modified = {2017-01-14 15:08:57 +0000},
    Isbn = {2194-2870},
    Keywords = {bartzPublic, free},
    Number = {6/2015},
    Publisher = {Fakult{\"a}t 10 / Institut f{\"u}r Informatik},
    Rating = {0},
    Read = {Yes},
    Title = {{MCIOP - Mehrkriterielle CI-basierte Optimierungsverfahren f{\"u}r den industriellen Einsatz (Schlussbericht)}},
    Year = {2015},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein, “SPOTSeven Lab: Jahresbericht 2014/15,” 2015.
    [Bibtex]
    @techreport{Bart15y,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2016-11-05 18:40:39 +0000},
    Date-Modified = {2017-01-14 15:09:05 +0000},
    Keywords = {bartzPublic, free},
    Title = {{SPOTSeven Lab: Jahresbericht 2014/15}},
    Year = {2015},
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  • O. Flasch, M. Friese, M. Zaefferer, T. Bartz-Beielstein, and J. Branke, “Learning Model-Ensemble Policies with Genetic Programming,” TH Köln, Köln, 3/2015, 2015.
    [Bibtex]
    @techreport{Flas15aCos,
    Address = {K{\"o}ln},
    Affiliation = {TH K{\"o}ln},
    Author = {Flasch, Oliver and Friese, Martina and Zaefferer, Martin and Bartz-Beielstein, Thomas and Branke, J{\"u}rgen},
    Date-Added = {2015-11-29T01:34:14GMT},
    Date-Modified = {2017-01-14 15:22:34 +0000},
    Institution = {TH K{\"o}ln},
    Isbn = {2194-2870},
    Keywords = {bartzPublic, free},
    Language = {English},
    Number = {3/2015},
    Rating = {0},
    Title = {{Learning Model-Ensemble Policies with Genetic Programming}},
    Year = {2015},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://opus.bsz-bw.de/fhk/volltexte/2015/78}}
  • 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,
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2017-01-14 15:34:30 +0000},
    Institution = {Fachhochschule K\"oln, Fakult\"at f{\"u}r Informatik und Ingenieurwissenschaften},
    Keywords = {Bart16n, bartzPublic, free},
    Timestamp = {2015.03.20},
    Title = {CIMO - CI-basierte Mehrkriterielle Optimierungsverfahren f{\"u}r Anwendungen in der Industrie (Schlussbericht)},
    Year = {2015},
    Bdsk-File-1 = {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}}
  • T. Bartz-Beielstein and M. Zaefferer, “Cimo – ci-basierte mehrkriterielle optimierungsverfahren für anwendungen in der industrie (schlussbericht),” Fachhochschule Köln, Fakultät für Informatik und Ingenieurwissenschaften, TH Köln, 5, 2015.
    [Bibtex]
    @techreport{Zaef15cCos,
    Address = {TH K{\"o}ln},
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Date-Added = {2016-11-05 18:52:40 +0000},
    Date-Modified = {2016-11-05 18:53:30 +0000},
    Institution = {Fachhochschule K\"oln, Fakult\"at f{\"u}r Informatik und Ingenieurwissenschaften},
    Keywords = {Bart16n, bartzPublic},
    Number = {5},
    Timestamp = {2015.03.20},
    Title = {CIMO - CI-basierte Mehrkriterielle Optimierungsverfahren f{\"u}r Anwendungen in der Industrie (Schlussbericht)},
    Year = {2015},
    Bdsk-File-1 = {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}}

2014

  • [PDF] T. Bartz-Beielstein and M. Preuss, “Experimental Analysis of Optimization Algorithms: Tuning and Beyond,” in Theory and principled methods for designing metaheuristics, Y. Borenstein and A. Moraglio, Eds., Berlin, Heidelberg, New York: Springer, 2014, pp. 205-245.
    [Bibtex]
    @incollection{Bart11j,
    Address = {Berlin, Heidelberg, New York},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Booktitle = {Theory and Principled Methods for Designing Metaheuristics},
    Date-Added = {2015-11-29T01:39:02GMT},
    Date-Modified = {2017-01-14 14:55:57 +0000},
    Editor = {Borenstein, Yossi and Moraglio, Alberto},
    Keywords = {bartzPublic, nonfree},
    Pages = {205--245},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Experimental Analysis of Optimization Algorithms: Tuning and Beyond}},
    Year = {2014},
    Bdsk-File-1 = {YnBsaXN0MDDUAQIDBAUGJCVYJHZlcnNpb25YJG9iamVjdHNZJGFyY2hpdmVyVCR0b3ASAAGGoKgHCBMUFRYaIVUkbnVsbNMJCgsMDxJXTlMua2V5c1pOUy5vYmplY3RzViRjbGFzc6INDoACgAOiEBGABIAFgAdccmVsYXRpdmVQYXRoWWFsaWFzRGF0YV8QIC4uL3NjaWViby9XZWJzdG9yZS5kL2JhcnQxMWoucGRm0hcLGBlXTlMuZGF0YU8RAYYAAAAAAYYAAgAADE1hY2ludG9zaCBIRAAAAAAAAAAAAAAAAAAAANBcXYdIKwAABfnd/AtiYXJ0MTFqLnBkZgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAF+eDtzG4/EgAAAAAAAAAAAAEAAwAACSAAAAAAAAAAAAAAAAAAAAAKV2Vic3RvcmUuZAAQAAgAANBcQWcAAAARAAgAAMxuIvIAAAABABAF+d38AQfoIAAJRH4AApPVAAIAOk1hY2ludG9zaCBIRDpVc2VyczoAYmFydHo6AHNjaWVibzoAV2Vic3RvcmUuZDoAYmFydDExai5wZGYADgAYAAsAYgBhAHIAdAAxADEAagAuAHAAZABmAA8AGgAMAE0AYQBjAGkAbgB0AG8AcwBoACAASABEABIAKVVzZXJzL2JhcnR6L3NjaWViby9XZWJzdG9yZS5kL2JhcnQxMWoucGRmAAATAAEvAAAVAAIADP//AACABtIbHB0eWiRjbGFzc25hbWVYJGNsYXNzZXNdTlNNdXRhYmxlRGF0YaMdHyBWTlNEYXRhWE5TT2JqZWN00hscIiNcTlNEaWN0aW9uYXJ5oiIgXxAPTlNLZXllZEFyY2hpdmVy0SYnVHJvb3SAAQAIABEAGgAjAC0AMgA3AEAARgBNAFUAYABnAGoAbABuAHEAcwB1AHcAhACOALEAtgC+AkgCSgJPAloCYwJxAnUCfAKFAooClwKaAqwCrwK0AAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAAAAAArY=}}
  • [DOI] T. Bartz-Beielstein, J. Branke, J. Mehnen, and O. Mersmann, “Evolutionary algorithms,” Wiley interdisciplinary reviews: data mining and knowledge discovery, vol. 4, iss. 3, pp. 178-195, 2014.
    [Bibtex]
    @article{Bart13j,
    Abstract = {Evolutionary algorithm (EA) is an umbrella term used to describe population-based stochastic direct search algorithms that in some sense mimic natural evolution. Prominent representatives of such algorithms are genetic algorithms, evolution strategies, evolutionary programming, and genetic programming. On the basis of the evolutionary cycle, similarities and differences between these algorithms are described. We briefly discuss how EAs can be adapted to work well in case of multiple objectives, and dynamic or noisy optimization problems. We look at the tuning of algorithms and present some recent developments coming from theory. Finally, typical applications of EAs to real-world problems are shown, with special emphasis on data-mining applications. WIREs Data Mining Knowl Discov 2014, 4:178--195. doi: 10.1002/widm.1124Conflict of interest: The authors have declared no conflicts of interest for this article.For further resources related to this article, please visit the WIREs website.},
    Author = {Bartz-Beielstein, Thomas and Branke, J{\"u}rgen and Mehnen, J{\"o}rn and Mersmann, Olaf},
    Date-Added = {2017-02-11 15:57:21 +0000},
    Date-Modified = {2017-02-11 15:58:50 +0000},
    Doi = {10.1002/widm.1124},
    Issn = {1942-4795},
    Journal = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
    Keywords = {Bart16n, bartzPublic, nonfree},
    Number = {3},
    Pages = {178--195},
    Publisher = {John Wiley & Sons, Inc.},
    Title = {Evolutionary Algorithms},
    Url = {http://dx.doi.org/10.1002/widm.1124},
    Volume = {4},
    Year = {2014},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://dx.doi.org/10.1002/widm.1124}}
  • [PDF] T. Bartz-Beielstein, “SPOTSeven Lab: Forschungsbericht 2013/14,” 2014.
    [Bibtex]
    @techreport{Bart14k,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:34:40GMT},
    Date-Modified = {2017-01-14 15:07:08 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {FH K{\"o}ln},
    Rating = {0},
    Title = {{SPOTSeven Lab: Forschungsbericht 2013/14}},
    Year = {2014},
    Bdsk-File-1 = {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}}
  • [DOI] Parallel Problem Solving from Nature – PPSN XIII – 13th International Conference, Ljubljana, Slovenia, September 13-17, 2014. Proceedings, T. B. Beielstein, J. Branke, B. Filipic, and J. Smith, Eds., Cham: Springer, 2014, vol. 8672.
    [Bibtex]
    @book{Bart14m,
    Address = {Cham},
    Date-Added = {2015-11-29T01:34:25GMT},
    Date-Modified = {2017-01-14 14:23:22 +0000},
    Doi = {10.1007/978-3-319-10762-2},
    Editor = {Beielstein, Thomas Bartz and Branke, J{\"u}rgen and Filipic, Bogdan and Smith, Jim},
    Isbn = {978-3-319-10761-5},
    Issn = {0302-9743},
    Keywords = {bartzPublic, nonfree},
    Publisher = {Springer},
    Rating = {0},
    Series = {Lecture Notes in Computer Science},
    Title = {{Parallel Problem Solving from Nature - PPSN XIII - 13th International Conference, Ljubljana, Slovenia, September 13-17, 2014. Proceedings}},
    Url = {http://link.springer.com/book/10.1007%2F978-3-319-10762-2},
    Volume = {8672},
    Year = {2014},
    Bdsk-Url-1 = {http://link.springer.com/book/10.1007%2F978-3-319-10762-2},
    Bdsk-Url-2 = {http://dx.doi.org/10.1007/978-3-319-10762-2}}
  • [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 Genetic and evolutionary computation conference (gecco’14), proceedings, 2014, pp. 1223-1230.
    [Bibtex]
    @inproceedings{Brei14a,
    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 = {Genetic and Evolutionary Computation Conference (GECCO'14), Proceedings},
    Date-Added = {2015-11-29T01:34:48GMT},
    Date-Modified = {2017-01-14 15:19:27 +0000},
    Keywords = {Bart16e, bartzPublic, nonfree},
    Pages = {1223--1230},
    Rating = {0},
    Title = {{Tuning Multi-Objective Optimization Algorithms for Cyclone Dust Separators}},
    Year = {2014},
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  • [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{Mori14a,
    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},
    Date-Added = {2015-11-29T01:34:29GMT},
    Date-Modified = {2017-01-14 15:27:57 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Keywords = {bartzPublic, free},
    Pages = {205--222},
    Publisher = {KIT Scientific Publishing},
    Rating = {0},
    Title = {{Does imputation work for improvement of domestic hot water usage prediction?}},
    Year = {2014},
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  • [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{Stor14a,
    Author = {Stork, J{\"o}rg and Fischbach, Andreas and Bartz-Beielstein, Thomas and Zaefferer, Martin},
    Booktitle = {Proceedings 24. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:34:36GMT},
    Date-Modified = {2017-01-14 15:30:39 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Keywords = {bartzPublic, free},
    Pages = {223--235},
    Publisher = {KIT Scientific Publishing},
    Rating = {0},
    Title = {{Boosting Parameter-Tuning Efficiency with Adaptive Experimental Designs}},
    Year = {2014},
    Bdsk-File-1 = {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}}
  • M. Zaefferer, D. Gaida, and T. Bartz-Beielstein, “Multi-fidelity Simulation and Optimization of a Biogas Plant,” TH Köln, 2/2014, 2014.
    [Bibtex]
    @techreport{Zaef13bCos,
    Affiliation = {TH K{\"o}ln},
    Author = {Zaefferer, Martin and Gaida, Daniel and Bartz-Beielstein, T},
    Date-Added = {2015-11-29T01:35:45GMT},
    Date-Modified = {2017-01-14 15:33:03 +0000},
    Institution = {TH K{\"o}ln},
    Isbn = {2194-2870},
    Keywords = {bartzPublic, free},
    Number = {2/2014},
    Rating = {0},
    Title = {{Multi-fidelity Simulation and Optimization of a Biogas Plant}},
    Year = {2014},
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  • 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{Zaef14a,
    Address = {New York, NY, USA},
    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},
    Date-Added = {2017-02-14 11:20:04 +0000},
    Date-Modified = {2017-02-14 11:20:36 +0000},
    Keywords = {bartzPublic, nonfree, cyclone optimization problem, evolutionary multi-objective optimization, parameter tuning},
    Location = {Vancouver, BC, Canada},
    Numpages = {8},
    Pages = {1223--1230},
    Publisher = {ACM},
    Series = {GECCO '14},
    Title = {Tuning Multi-objective Optimization Algorithms for Cyclone Dust Separators},
    Year = {2014}}
  • [PDF] [DOI] M. Zaefferer, J. Stork, M. Friese, A. Fischbach, B. Naujoks, and T. Bartz-Beielstein, “Efficient Global Optimization for Combinatorial Problems,” in Genetic and evolutionary computation conference (gecco’14), proceedings, 2014, pp. 871-878.
    [Bibtex]
    @inproceedings{Zaef14b,
    Author = {Zaefferer, Martin and Stork, J{\"o}rg and Friese, Martina and Fischbach, Andreas and Naujoks, Boris and Bartz-Beielstein, Thomas},
    Booktitle = {Genetic and Evolutionary Computation Conference (GECCO'14), Proceedings},
    Date-Added = {2016-08-19T14:05:36GMT},
    Date-Modified = {2017-01-14 15:34:13 +0000},
    Doi = {http://doi.acm.org/10.1145/2576768.2598282},
    Editor = {Arnold, Dirk V},
    Keywords = {bartzPublic, nonfree},
    Pages = {871--878},
    Publisher = {ACM},
    Rating = {0},
    Title = {{Efficient Global Optimization for Combinatorial Problems}},
    Year = {2014},
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    Bdsk-Url-1 = {http://doi.acm.org/10.1145/2576768.2598282}}
  • [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, 2014, pp. 373-383.
    [Bibtex]
    @inproceedings{Zaef14c,
    Author = {Zaefferer, Martin and Stork, J{\"o}rg and Bartz-Beielstein, Thomas},
    Booktitle = {Parallel Problem Solving from Nature--PPSN XIII},
    Date-Added = {2016-08-19T14:05:26GMT},
    Date-Modified = {2017-01-14 16:16:30 +0000},
    Editor = {Bartz-Beielstein, Thomas and Branke, J{\"u}rgen and Filipic, Bogdan and Smith, Jim},
    Keywords = {bartzPublic, nonfree},
    Pages = {373--383},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Distance Measures for Permutations in Combinatorial Efficient Global Optimization}},
    Year = {2014},
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2013

  • T. Ludwig, S. Markon, T. Bartz-Beielstein, M. Bongards, and C. Ament, “Power optimization of linear motor elevators using computational intelligence methods,” in JSPS summer program, Hayama, 2013, p. 44.
    [Bibtex]
    @inproceedings{Ludw13a,
    Abstract = {This course provides a review of linear algebra, including applications to networks, structures, and estimation, Lagrange multipliers. Also covered are: differential equations of equilibrium; Laplace's equation and potential flow; boundary-value problems; minimum principles and calculus of variations; Fourier series; discrete Fourier transform; convolution; and applications. Note: This course was previously called {\&}quot;Mathematical Methods for Engineers I.{\&}quot;},
    Address = {Hayama},
    Affiliation = {The Graduate University for Advanced Studies (Sokendai), Shonan Village, Hayama,Kanagawa (Japan)},
    Author = {Ludwig, Thomas and Markon, Sandor and Bartz-Beielstein, Thomas and Bongards, Michael and Ament, Christoph},
    Booktitle = {{JSPS} Summer Program},
    Date-Added = {2016-09-21T08:51:06GMT},
    Date-Modified = {2017-01-14 15:27:08 +0000},
    Keywords = {bartzPublic, free},
    Month = jun,
    Pages = {44},
    Publisher = {The Graduate University for Advanced Studies (SOKENDAI)},
    Rating = {0},
    Title = {Power Optimization of Linear Motor Elevators Using Computational Intelligence Methods},
    Year = {2013},
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  • T. Bartz-Beielstein, “Mixed Models in SPOT,” TH Köln 2013.
    [Bibtex]
    @techreport{Bart13c,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:37:16GMT},
    Date-Modified = {2017-01-14 16:02:12 +0000},
    Institution = {TH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Mixed Models in SPOT}},
    Year = {2013},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein, “SpotSeven Broschüre 2013,” Fachhochschule Köln 2013.
    [Bibtex]
    @techreport{Bart13e,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:37:16GMT},
    Date-Modified = {2016-11-06 19:58:33 +0000},
    Institution = {Fachhochschule K{\"o}ln},
    Keywords = {bartzPublic},
    Publisher = {FH K{\"o}ln (Cologne University of Applied Sciences)},
    Rating = {0},
    Title = {{SpotSeven Brosch{\"u}re 2013}},
    Year = {2013},
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  • [PDF] [DOI] T. Bartz-Beielstein, M. Zaefferer, and B. Naujoks, “How to create meaningful and generalizable results,” in Proceeding of the fifteenth annual conference companion on genetic and evolutionary computation conference companion, New York, NY, USA, 2013, pp. 979-1004.
    [Bibtex]
    @inproceedings{Bart13f,
    Address = {New York, NY, USA},
    Author = {Bartz-Beielstein, Thomas and Zaefferer, Martin and Naujoks, Boris},
    Booktitle = {Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion},
    Date-Added = {2015-11-29T01:35:56GMT},
    Date-Modified = {2017-01-14 15:02:51 +0000},
    Doi = {10.1145/2464576.2480816},
    Isbn = {978-1-4503-1964-5},
    Keywords = {bartzPublic, nonfree},
    Pages = {979--1004},
    Publisher = {ACM},
    Rating = {0},
    Title = {{How to create meaningful and generalizable results}},
    Year = {2013},
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  • [PDF] T. Bartz-Beielstein and O. Flasch, “FIWA – Methoden der Computational Intelligence für Vorhersagemodelle in der Finanz-und Wasserwirtschaft (Schlussbericht),” , Betzdorfer Str. 2, 50679 Köln 2013.
    [Bibtex]
    @techreport{Bart13m,
    Address = {Betzdorfer Str. 2, 50679 K{\"o}ln},
    Author = {Bartz-Beielstein, Thomas and Flasch, Oliver},
    Date-Added = {2015-11-29T01:35:45GMT},
    Date-Modified = {2017-01-14 15:06:59 +0000},
    Keywords = {bartzPublic, free},
    Language = {German},
    Publisher = {Bibliothek der Fachhochschule K{\"o}ln},
    Rating = {0},
    Title = {{FIWA - Methoden der Computational Intelligence f{\"u}r Vorhersagemodelle in der Finanz-und Wasserwirtschaft (Schlussbericht)}},
    Url = {http://opus.bsz-bw.de/fhk/volltexte/2013/46},
    Year = {2013},
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  • [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. 177-195.
    [Bibtex]
    @inproceedings{Brei13a,
    Affiliation = {Institut f{\"u}r Angewandte Informatik/Automatisierungstechnik am Karlsruher Institut f{\"u}r Technologie},
    Author = {Breiderhoff, Beate and Bartz-Beielstein, Thomas and Naujoks, Boris and Zaefferer, Martin and Fischbach, Andreas and Flasch, Oliver and Friese, Martina and Mersmann, Olaf and Stork, J{\"o}rg},
    Booktitle = {Proceedings 23. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:35:56GMT},
    Date-Modified = {2017-01-14 15:14:05 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Keywords = {Bart16e, bartzPublic, free},
    Organization = {Institut f{\"u}r Angewandte Informatik/Automatisierungstechnik am Karlsruher Institut f{\"u}r Technologie},
    Pages = {177--195},
    Publisher = {KIT Scientific Publishing},
    Rating = {0},
    Title = {{Simulation and Optimization of Cyclone Dust Separators}},
    Year = {2013},
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  • B. Breiderhoff, T. Bartz-Beielstein, B. Naujoks, M. Zaefferer, A. Fischbach, O. Flasch, M. Friese, O. Mersmann, and J. Stork, “Preprint: Simulation and Optimization of Cyclone Dust Separators,” Fachhochschule Köln, Betzdorfer Str. 2, 50679 Köln, Report 4/2013, 2013.
    [Bibtex]
    @techreport{Brei13aCos,
    Address = {Betzdorfer Str. 2, 50679 K{\"o}ln},
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    Date-Added = {2015-11-29T01:35:45GMT},
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    Publisher = {Bibliothek der Fachhochschule K{\"o}ln},
    Rating = {0},
    Title = {{Preprint: Simulation and Optimization of Cyclone Dust Separators}},
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  • [PDF] O. Flasch and T. Bartz-Beielstein, “A Framework for the Empirical Analysis of Genetic Programming System Performance,” in Genetic programming theory and practice x, R. Riolo, E. Vladislavleva, and J. H. Moore, Eds., Ann Arbor, USA: Springer, 2013, pp. 155-170.
    [Bibtex]
    @incollection{Flas12c,
    Address = {Ann Arbor, USA},
    Author = {Flasch, Oliver and Bartz-Beielstein, Thomas},
    Booktitle = {Genetic Programming Theory and Practice X},
    Date-Added = {2015-11-29T01:40:09GMT},
    Date-Modified = {2017-01-14 15:22:00 +0000},
    Editor = {Riolo, Rick and Vladislavleva, Ekaterina and Moore, Jason H},
    Keywords = {bartzPublic, nonfree},
    Pages = {155--170},
    Publisher = {Springer},
    Rating = {0},
    Title = {{A Framework for the Empirical Analysis of Genetic Programming System Performance}},
    Year = {2013},
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  • [PDF] [DOI] 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 Applications of evolutionary computation, A. Esparcia-Alcázar, Ed., Berlin, Heidelberg: Springer Berlin Heidelberg, 2013, pp. 172-181.
    [Bibtex]
    @incollection{Flas12d,
    Address = {Berlin, Heidelberg},
    Author = {Flasch, Oliver and Friese, Martina and Vladislavleva, Katya and Bartz-Beielstein, Thomas and Mersmann, Olaf and Naujoks, Boris and Stork, J{\"o}rg and Zaefferer, Martin},
    Booktitle = {Applications of Evolutionary Computation},
    Date-Added = {2016-08-19T14:05:35GMT},
    Date-Modified = {2017-01-14 15:22:21 +0000},
    Doi = {10.1007/978-3-642-37192-9_18},
    Editor = {Esparcia-Alc{\'a}zar, AnnaI},
    Isbn = {978-3-642-37191-2},
    Keywords = {bartzPublic, nonfree},
    Pages = {172--181},
    Publisher = {Springer Berlin Heidelberg},
    Rating = {0},
    Title = {{Comparing Ensemble-Based Forecasting Methods for Smart-Metering Data}},
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  • 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,” , Betzdorfer Str. 2, 50679 Köln 2013.
    [Bibtex]
    @techreport{Frie13aCos,
    Address = {Betzdorfer Str. 2, 50679 K{\"o}ln},
    Author = {Friese, Martina and Stork, J{\"o}rg and Guerra, Ricardo Ramos and Bartz-Beielstein, Thomas and Thaker, Soham and Flasch, Oliver and Zaefferer, Martin},
    Date-Added = {2016-09-18T15:51:55GMT},
    Date-Modified = {2017-01-14 15:23:27 +0000},
    Isbn = {2194-2870},
    Keywords = {bartzPublic, free},
    Language = {English},
    Publisher = {Bibliothek der Fachhochschule K{\"o}ln},
    Rating = {0},
    Title = {{UniFIeD Univariate Frequency-based Imputation for Time Series Data}},
    Url = {http://opus.bsz-bw.de/fhk/volltexte/2013/49},
    Year = {2013},
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    Bdsk-Url-1 = {http://opus.bsz-bw.de/fhk/volltexte/2013/49}}
  • [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 7th international conference, emo, Heidelberg, 2013, pp. 756-770.
    [Bibtex]
    @inproceedings{Zaef13a,
    Address = {Heidelberg},
    Author = {Zaefferer, Martin and Bartz-Beielstein, T and Naujoks, B and Wagner, T and Emmerich, M},
    Booktitle = {Evolutionary Multi-Criterion Optimization 7th International Conference, EMO},
    Date-Added = {2015-11-29T01:43:47GMT},
    Date-Modified = {2017-01-14 15:32:32 +0000},
    Editor = {Purshouse, R C and others},
    Groups = {bartzPublic},
    Keywords = {Surrogate, bartzPublic, nonfree},
    Pages = {756--770},
    Publisher = {Springer},
    Rating = {0},
    Read = {Yes},
    Timestamp = {2016-10-25},
    Title = {{A Case Study on Multi-Criteria Optimization of an Event Detection Software under Limited Budgets}},
    Year = {2013},
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  • M. Zaefferer, B. Naujoks, and T. Bartz-Beielstein, “A Gentle Introduction to Multi-Criteria Optimization with SPOT,” TH Köln 2013.
    [Bibtex]
    @techreport{Zaef13cCos,
    Author = {Zaefferer, Martin and Naujoks, Boris and Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:37:07GMT},
    Date-Modified = {2017-01-14 15:34:03 +0000},
    Institution = {TH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{A Gentle Introduction to Multi-Criteria Optimization with SPOT}},
    Year = {2013},
    Bdsk-File-1 = {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}}

2012

  • [PDF] T. Bartz-Beielstein, “Beyond Particular Problem Instances: How to Create Meaningful and Generalizable Results,” , 3/2012, 2012.
    [Bibtex]
    @techreport{Bart12x,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:37:33GMT},
    Date-Modified = {2016-11-07 18:32:06 +0000},
    Keywords = {bartzPublic},
    Month = nov,
    Number = {3/2012},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Beyond Particular Problem Instances: How to Create Meaningful and Generalizable Results}},
    Year = {2012},
    Bdsk-File-1 = {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}}
  • [DOI] G. Ochoa, M. Preuss, T. Bartz-Beielstein, and M. Schoenauer, “Editorial for the Special Issue on Automated Design and Assessment of Heuristic Search Methods,” Evolutionary computation, vol. 20, iss. 2, pp. 161-163, 2012.
    [Bibtex]
    @article{Ocho12a,
    Annote = {doi: 10.1162/EVCO{_}e{_}00071},
    Author = {Ochoa, Gabriela and Preuss, Mike and Bartz-Beielstein, Thomas and Schoenauer, Marc},
    Date-Added = {2015-11-29T01:33:48GMT},
    Date-Modified = {2017-01-14 15:29:17 +0000},
    Doi = {10.1162/EVCO{_}e{_}00071},
    Isbn = {1063-6560},
    Journal = {Evolutionary Computation},
    Keywords = {bartzPublic, nonfree},
    Month = nov,
    Number = {2},
    Pages = {161--163},
    Publisher = {MIT Press},
    Rating = {0},
    Title = {{Editorial for the Special Issue on Automated Design and Assessment of Heuristic Search Methods}},
    Volume = {20},
    Year = {2012},
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    Bdsk-Url-2 = {http://dx.doi.org/10.1162/EVCO%7B_%7De%7B_%7D00071}}
  • M. Zaefferer, T. Bartz-Beielstein, B. Naujoks, T. Wagner, and M. Emmeric, “Model-assisted Multi-criteria Tuning of an Event Detection Software under Limited Budgets,” TH Köln, 2/2012, 2012.
    [Bibtex]
    @techreport{Zaef12eCos,
    Author = {Zaefferer, Martin and Bartz-Beielstein, Thomas and Naujoks, Boris and Wagner, Tobias and Emmeric, Michael},
    Date-Added = {2015-11-29T01:43:46GMT},
    Date-Modified = {2017-01-14 15:32:12 +0000},
    Institution = {TH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Local-Url = {file://localhost/Users/bartz/Library/Mobile%20Documents/com~apple~CloudDocs/Papers3.d/Papers%20Library/Files/65/65A6E01E-B901-49AA-9490-BFCCAFE525A8.pdf},
    Month = oct,
    Number = {2/2012},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Model-assisted Multi-criteria Tuning of an Event Detection Software under Limited Budgets}},
    Year = {2012},
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  • [PDF] [DOI] T. Bartz-Beielstein, M. Friese, B. Naujoks, and M. Zaefferer, “SPOT Applied to Non-Stochastic Optimization Problems—An Experimental Study,” in Gecco 2012 late breaking abstracts workshop, Philadelphia, Pennsylvania, USA, 2012, pp. 645-646.
    [Bibtex]
    @inproceedings{Bart12d,
    Address = {Philadelphia, Pennsylvania, USA},
    Annote = {Distributed at GECCO-2012. ACM Order Number 910122.},
    Author = {Bartz-Beielstein, Thomas and Friese, Martina and Naujoks, Boris and Zaefferer, Martin},
    Booktitle = {GECCO 2012 Late breaking abstracts workshop},
    Date-Added = {2015-11-29T01:38:41GMT},
    Date-Modified = {2017-01-14 15:58:22 +0000},
    Doi = {doi:10.1145/2330784.2330901},
    Editor = {Rodriguez, Katya and Blum, Christian},
    Isbn = {978-1-4503-1178-6},
    Keywords = {bartzPublic, BartzTutorial, nonfree},
    Month = jul,
    Pages = {645--646},
    Publisher = {ACM},
    Rating = {0},
    Title = {{SPOT Applied to Non-Stochastic Optimization Problems---An Experimental Study}},
    Year = {2012},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://dx.doi.org/10.1145/2330784.2330901}}
  • [PDF] [DOI] T. Bartz-Beielstein, M. Preuss, and M. Zaefferer, “Statistical Analysis of Optimization Algorithms with R,” in Gecco 2012 specialized techniques and applications tutorials, Philadelphia, Pennsylvania, USA, 2012, pp. 1259-1286.
    [Bibtex]
    @inproceedings{Bart12f,
    Abstract = {Based on experiences from several (rather theoretical) tutorials and workshops devoted to the experimental analysis of algorithms at the world's leading conferences in the field of Computational Intelligence, a practical, hands-on tutorial for the statistical analysis of optimization algorithms is presented. This tutorial -demonstrates how to analyze results from real experimental studies, e.g., experimental studies in EC -item gives a comprehensive introduction in the R language -item introduces the powerful GUI rstudio (http://rstudio.org) -exemplifies the analysis using SPOT (http://cran.r-project.org/web/packages/SPOT/) R is the most attractive and fastest growing open source computer language for statistical computing and graphics in the world. It provides a wide variety of statistical and graphical techniques: linear and nonlinear modeling, statistical tests, time series analysis, classification, clustering, etc. R is distributed over CRAN (http://cran.r-project.org), which is a network of ftp and web servers around the world that store identical, up-to-date, versions of code and documentation for R.},
    Address = {Philadelphia, Pennsylvania, USA},
    Annote = {Also known as 2330940 Distributed at GECCO-2012. ACM Order Number 910122.},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Zaefferer, Martin},
    Booktitle = {GECCO 2012 Specialized techniques and applications tutorials},
    Date-Added = {2015-11-29T01:39:02GMT},
    Date-Modified = {2017-01-14 14:57:22 +0000},
    Doi = {10.1145/2330784.2330940},
    Editor = {Ochoa, Gabriela},
    Isbn = {978-1-4503-1178-6},
    Keywords = {bartzPublic, Bart16n, BartzTutorial, nonfree},
    Month = jul,
    Pages = {1259--1286},
    Publisher = {ACM},
    Rating = {0},
    Title = {{Statistical Analysis of Optimization Algorithms with R}},
    Year = {2012},
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    Bdsk-Url-1 = {http://dx.doi.org/10.1145/2330784.2330940}}
  • [PDF] T. Bartz-Beielstein, O. Flasch, and M. Zaefferer, “Sequential parameter optimization for symbolic regression,” in Gecco 2012 symbolic regression and modeling workshop, Philadelphia, Pennsylvania, USA, 2012, pp. 495-496.
    [Bibtex]
    @inproceedings{Flas12b,
    Address = {Philadelphia, Pennsylvania, USA},
    Author = {Thomas Bartz-Beielstein and Oliver Flasch and Martin Zaefferer},
    Booktitle = {GECCO 2012 Symbolic regression and modeling workshop},
    Date-Added = {2017-02-14 11:15:47 +0000},
    Date-Modified = {2017-02-14 11:17:22 +0000},
    Editor = {Steven Gustafson and Ekaterina Vladislavleva},
    Keywords = {bartzPublic, free},
    Month = {July},
    Organisation = {SIGEVO},
    Pages = {495--496},
    Publisher = {ACM},
    Publisher_Address = {New York, NY, USA},
    Title = {Sequential Parameter Optimization for Symbolic Regression},
    Year = {2012},
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  • [PDF] [DOI] M. Zaefferer, T. Bartz-Beielstein, M. Friese, B. Naujoks, and O. Flasch, “Multi-Criteria Optimization for Hard Problems under Limited Budgets,” in Gecco companion ’12: proceedings of the fourteenth international conference on genetic and evolutionary computation conference companion, Philadelphia, Pennsylvania, USA, 2012, pp. 1451-1452.
    [Bibtex]
    @inproceedings{Zaef12a,
    Abstract = {Many relevant industrial optimization tasks feature more than just one quality criterion. State-of-the-art multi-criteria optimization algorithms require a relatively large number of function evaluations (usually more than 10^5) to approximate Pareto fronts. Due to high cost or time consumption this large amount of function evaluations is not always available. Therefore, it is obvious to combine techniques such as Sequential Parameter Optimization (SPO), which need a very small number of function evaluations only, with techniques from evolutionary multi-criteria optimization (EMO). In this paper, we show how EMO techniques can be efficiently integrated into the framework of the SPO Toolbox (SPOT). We discuss advantages of this approach in comparison to state-of-the-art optimizers. Moreover, with the resulting capability to allow competing objectives, the opportunity arises to not only aim for the best, but also for the most robust solution. Herein we present an approach to optimize not only the quality of the solution, but also its robustness, taking these two goals as objectives for multi-criteria optimization into account.},
    Address = {Philadelphia, Pennsylvania, USA},
    Annote = {Distributed at GECCO-2012. ACM Order Number 910122.},
    Author = {Zaefferer, Martin and Bartz-Beielstein, Thomas and Friese, Martina and Naujoks, Boris and Flasch, Oliver},
    Booktitle = {GECCO Companion '12: Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference companion},
    Date-Added = {2015-11-29T01:43:45GMT},
    Date-Modified = {2017-01-14 15:31:08 +0000},
    Doi = {doi:10.1145/2330784.2330984},
    Editor = {Soule, Terry and others},
    Isbn = {978-1-4503-1178-6},
    Keywords = {Bart16e, bartzPublic, nonfree},
    Month = jul,
    Pages = {1451--1452},
    Publisher = {ACM},
    Rating = {0},
    Title = {{Multi-Criteria Optimization for Hard Problems under Limited Budgets}},
    Year = {2012},
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  • [PDF] O. Flasch and T. Bartz-Beielstein, “Towards a Framework for the Empirical Analysis of Genetic Programming System Performance,” , Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany 2012.
    [Bibtex]
    @techreport{Flas12a,
    Address = {Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany},
    Author = {Flasch, Oliver and Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:40:12GMT},
    Date-Modified = {2017-01-14 15:21:48 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = may,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{Towards a Framework for the Empirical Analysis of Genetic Programming System Performance}},
    Url = {http://maanvs03.gm.fh-koeln.de/webpub/CIOPReports.d/Flas12a.d/ciop0512.pdf},
    Year = {2012},
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    Bdsk-Url-1 = {http://maanvs03.gm.fh-koeln.de/webpub/CIOPReports.d/Flas12a.d/ciop0512.pdf}}
  • [PDF] T. Bartz-Beielstein, “SpotSeven brochure 2012,” , 2012.
    [Bibtex]
    @booklet{Bart12j,
    Author = {Bartz-Beielstein, T},
    Date-Added = {2015-11-29T01:38:28GMT},
    Date-Modified = {2017-01-14 14:58:34 +0000},
    Keywords = {bartzPublic, free},
    Month = feb,
    Rating = {0},
    Title = {{SpotSeven brochure 2012}},
    Year = {2012},
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  • [PDF] T. Bartz-Beielstein and M. Zaefferer, “A Gentle Introduction to Sequential Parameter Optimization,” Fakultät 10 / Institut für Informatik, {CIplus} 1/2012, 2012.
    [Bibtex]
    @techreport{Bart12i,
    Author = {Thomas Bartz-Beielstein and Martin Zaefferer},
    Date-Added = {2015-11-29T01:39:31GMT},
    Date-Modified = {2017-02-05 15:41:52 +0000},
    Institution = {Fakult{\"a}t 10 / Institut f{\"u}r Informatik},
    Keywords = {bartzPublic, free, frie17a},
    Number = {1/2012},
    Publisher = {CIplus},
    Rating = {0},
    Title = {{A Gentle Introduction to Sequential Parameter Optimization}},
    Type = {{CIplus}},
    Url = {http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:hbz:832-cos-191},
    Year = {2012},
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  • [DOI] 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, New York, NY, USA, 2012, pp. 495-496.
    [Bibtex]
    @inproceedings{Bart12z,
    Acmid = {2330861},
    Address = {New York, NY, USA},
    Author = {Bartz-Beielstein, Thomas and Flasch, Oliver and Zaefferer, Martin},
    Booktitle = {Proceedings of the 14th Annual Conference Companion on Genetic and Evolutionary Computation},
    Date-Added = {2016-11-15 15:39:13 +0000},
    Date-Modified = {2016-11-15 15:42:42 +0000},
    Doi = {10.1145/2330784.2330861},
    Isbn = {978-1-4503-1178-6},
    Keywords = {sequential parameter optimization, bartzPublic, Bart16n},
    Location = {Philadelphia, Pennsylvania, USA},
    Numpages = {2},
    Pages = {495--496},
    Publisher = {ACM},
    Series = {GECCO '12},
    Title = {Sequential Parameter Optimization for Symbolic Regression},
    Url = {http://doi.acm.org/10.1145/2330784.2330861},
    Year = {2012},
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  • [PDF] M. Friese, T. Bartz-Beielstein, K. Vladislavleva, O. Flasch, O. Mersmann, B. Naujoks, J. Stork, and M. Zaefferer, “Ensemble-Based Model Selection for Smart Metering Data (Abstract),” 2012.
    [Bibtex]
    @techreport{Frie12a,
    Author = {Friese, Martina and Bartz-Beielstein, Thomas and Vladislavleva, Katya and Flasch, Oliver and Mersmann, Olaf and Naujoks, Boris and Stork, J{\"o}rg and Zaefferer, Martin},
    Date-Added = {2015-11-29T01:40:21GMT},
    Date-Modified = {2017-01-14 15:23:00 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {{CI}plus},
    Rating = {0},
    Title = {{Ensemble-Based Model Selection for Smart Metering Data (Abstract)}},
    Year = {2012},
    Bdsk-File-1 = {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}}
  • [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{Frie12c,
    Affiliation = {Institut f{\"u}r Angewandte Informatik/Automatisierungstechnik am Karlsruher Institut f{\"u}r Technologie},
    Author = {Friese, Martina and Bartz-Beielstein, Thomas and Vladislavleva, Katya and Flasch, Oliver and Mersmann, Olaf and Naujoks, Boris and Zaefferer, Martin and Stork, J{\"o}rg},
    Booktitle = {Proceedings 22. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:40:21GMT},
    Date-Modified = {2017-01-14 15:23:09 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Keywords = {bartzPublic, free},
    Organization = {Institut f{\"u}r Angewandte Informatik/Automatisierungstechnik am Karlsruher Institut f{\"u}r Technologie},
    Pages = {215--228},
    Publisher = {KIT Scientific Publishing},
    Rating = {0},
    Title = {{Ensemble-Based Model Selection for Smart Metering Data}},
    Year = {2012},
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  • [PDF] [DOI] P. Koch, B. Bischl, O. Flasch, T. Bartz-Beielstein, C. Weihs, and W. Konen, “Tuning and evolution of support vector kernels,” Evolutionary intelligence, vol. 5, iss. 3, pp. 153-170, 2012.
    [Bibtex]
    @article{Koch12b,
    Author = {Koch, Patrick and Bischl, Bernd and Flasch, Oliver and Bartz-Beielstein, Thomas and Weihs, Claus and Konen, Wolfgang},
    Date-Added = {2015-11-29T01:37:34GMT},
    Date-Modified = {2017-01-14 15:25:30 +0000},
    Doi = {10.1007/s12065-012-0073-8},
    Journal = {Evolutionary Intelligence},
    Keywords = {bartzPublic, nonfree},
    Language = {English},
    Number = {3},
    Pages = {153--170},
    Publisher = {Springer-Verlag},
    Rating = {0},
    Title = {{Tuning and evolution of support vector kernels}},
    Volume = {5},
    Year = {2012},
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    Bdsk-Url-1 = {http://dx.doi.org/10.1007/s12065-012-0073-8}}
  • [PDF] M. Zaefferer, B. T, M. Friese, B. Naujoks, and O. Flasch, “MSPOT: Multi-Criteria Sequential Parameter Optimization,” TH Köln 2012.
    [Bibtex]
    @techreport{Zaef12b,
    Author = {Zaefferer, M and Bartz-Beielstein T and Friese, M and Naujoks, B and Flasch, O},
    Date-Added = {2015-11-29T01:43:42GMT},
    Date-Modified = {2017-01-14 16:14:04 +0000},
    Institution = {TH K{\"o}ln},
    Keywords = {Bart16e, bartzPublic, free},
    Month = jan,
    Publisher = {{CI}plus},
    Rating = {0},
    Title = {{MSPOT: Multi-Criteria Sequential Parameter Optimization}},
    Year = {2012},
    Bdsk-File-1 = {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}}
  • [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{Zaef12c,
    Affiliation = {Institut f{\"u}r Angewandte Informatik/Automatisierungstechnik am Karlsruher Institut f{\"u}r Technologie},
    Author = {Zaefferer, Martin and Naujoks, B and Bartz-Beielstein, T and Friese, M and Mersmann, O and Flasch, Oliver},
    Booktitle = {Proceedings 22. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:43:43GMT},
    Date-Modified = {2017-01-14 15:31:17 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Keywords = {bartzPublic, free},
    Organization = {Institut f{\"u}r Angewandte Informatik/Automatisierungstechnik am Karlsruher Institut f{\"u}r Technologie},
    Pages = {385--400},
    Publisher = {KIT Scientific Publishing},
    Rating = {0},
    Title = {{Mehrkriterielle sequentielle Parameteroptimierung f{\"u}r Anwendungsprobleme mit stark limitiertem Budget}},
    Year = {2012},
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2011

  • [PDF] O. Flasch, T. Bartz-Beielstein, D. B. 1, W. Kantschik, and C. von Strachwitz, “Results of the GECCO 2011 Industrial Challenge: Optimizing Foreign Exchange Trading Strategies,” , Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science 2011.
    [Bibtex]
    @techreport{Flas11a,
    Address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
    Author = {Flasch, Oliver and Bartz-Beielstein, Thomas and 1, Daniel Bicker and Kantschik, Wolfgang and von Strachwitz, Christian},
    Date-Added = {2015-11-29T01:40:10GMT},
    Date-Modified = {2017-01-14 15:21:36 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = dec,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{Results of the GECCO 2011 Industrial Challenge: Optimizing Foreign Exchange Trading Strategies}},
    Year = {2011},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein, M. Friese, O. Flasch, W. Konen, P. Koch, and B. Naujoks, “Ensemble-Based Modeling,” , Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science 2011.
    [Bibtex]
    @techreport{Bart11e,
    Address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
    Author = {Bartz-Beielstein, Thomas and Friese, Martina and Flasch, Oliver and Konen, Wolfgang and Koch, Patrick and Naujoks, Boris},
    Date-Added = {2015-11-29T01:38:39GMT},
    Date-Modified = {2017-01-14 14:54:52 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = jun,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization andData Mining)},
    Rating = {0},
    Title = {{Ensemble-Based Modeling}},
    Year = {2011},
    Bdsk-File-1 = {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}}
  • [PDF] P. Koch, B. Bischl, O. Flasch, T. Bartz-Beielstein, and W. Konen, “On the Tuning and Evolution of Support Vector Kernels,” TH Köln, Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science 2011.
    [Bibtex]
    @techreport{Koch11a,
    Address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
    Author = {Koch, Patrick and Bischl, Bernd and Flasch, Oliver and Bartz-Beielstein, Thomas and Konen, Wolfgang},
    Date-Added = {2015-11-29T01:40:44GMT},
    Date-Modified = {2017-01-14 15:25:11 +0000},
    Institution = {TH K{\"o}ln},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = mar,
    Publisher = {Research Center {CIOP} (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{On the Tuning and Evolution of Support Vector Kernels}},
    Year = {2011},
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  • [PDF] W. Konen, P. Koch, O. Flasch, T. Bartz-Beielstein, M. Friese, and B. Naujoks, “Preprint: Tuned Data Mining: A Benchmark Study on Different Tuners,” TH Köln 2011.
    [Bibtex]
    @techreport{Kone11b,
    Author = {Konen, Wolfgang and Koch, Patrick and Flasch, Oliver and Bartz-Beielstein, Thomas and Friese, Martina and Naujoks, Boris},
    Date-Added = {2015-11-29T01:41:08GMT},
    Date-Modified = {2017-01-14 15:26:50 +0000},
    Institution = {TH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Month = feb,
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Preprint: Tuned Data Mining: A Benchmark Study on Different Tuners}},
    Year = {2011},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein and M. Friese, “Sequential Parameter Optimization and Optimal Computational Budget Allocation for Noisy Optimization Problems,” , Cologne University of Applied Science, Faculty of Computer Science and Engineering Science 2011.
    [Bibtex]
    @techreport{Bart11a,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Bartz-Beielstein, Thomas and Friese, Martina},
    Date-Added = {2015-11-29T01:38:42GMT},
    Date-Modified = {2017-01-14 14:54:25 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = jan,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization andData Mining)},
    Rating = {0},
    Title = {{Sequential Parameter Optimization and Optimal Computational Budget Allocation for Noisy Optimization Problems}},
    Year = {2011},
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  • [PDF] [DOI] 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{Bart11b,
    Address = {New York, NY, USA},
    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},
    Date-Added = {2015-11-29T01:38:43GMT},
    Date-Modified = {2017-01-14 14:54:42 +0000},
    Doi = {10.1145/2001858.2001926},
    Isbn = {978-1-4503-0690-4},
    Keywords = {bartzPublic, nonfree},
    Pages = {119--120},
    Publisher = {ACM},
    Rating = {0},
    Title = {{Noisy optimization with sequential parameter optimization and optimal computational budget allocation}},
    Year = {2011},
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    Bdsk-Url-2 = {http://dx.doi.org/10.1145/2001858.2001926}}
  • [DOI] T. Bartz-Beielstein and M. Preuss, “Automatic and interactive tuning of algorithms,” in Gecco (companion), New York, New York, USA, 2011, pp. 1361-1380.
    [Bibtex]
    @inproceedings{Bart11g,
    Address = {New York, New York, USA},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Booktitle = {GECCO (Companion)},
    Date-Added = {2015-11-29T01:38:08GMT},
    Date-Modified = {2017-01-14 14:55:29 +0000},
    Doi = {10.1145/2001858.2002141},
    Isbn = {9781450306904},
    Keywords = {bartzPublic, BartzTutorial, nonfree},
    Pages = {1361--1380},
    Publisher = {ACM Press},
    Rating = {0},
    Title = {{Automatic and interactive tuning of algorithms}},
    Year = {2011},
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    Bdsk-Url-1 = {http://doi.acm.org/10.1145/2001858.2002141},
    Bdsk-Url-2 = {http://dx.doi.org/10.1145/2001858.2002141}}
  • [PDF] T. Bartz-Beielstein and M. Zaefferer, “SPOT Package Vignette,” {TH} Köln 2011.
    [Bibtex]
    @techreport{Bart11m,
    Author = {Bartz-Beielstein, Thomas and Zaefferer, Martin},
    Date-Added = {2015-11-29T01:39:31GMT},
    Date-Modified = {2017-02-05 15:37:36 +0000},
    Institution = {{TH} K{\"o}ln},
    Keywords = {bartzPublic, free, frie17a},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{SPOT Package Vignette}},
    Url = {http://cran.r-project.org/web/packages/SPOT/vignettes/SPOT.pdf},
    Year = {2011},
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    Bdsk-Url-1 = {http://cran.r-project.org/web/packages/SPOT/vignettes/SPOT.pdf}}
  • [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{Frie11a,
    Author = {Friese, Martina and Zaefferer, Martin and Bartz-Beielstein, Thomas and Flasch, Oliver and Koch, Patrick and Konen, Wolfgang and Naujoks, Boris},
    Booktitle = {Proceedings 21. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:40:26GMT},
    Date-Modified = {2017-01-14 15:22:47 +0000},
    Editor = {Hoffmann, F and H{\"u}llermeier, E},
    Keywords = {bartzPublic, free},
    Pages = {119--134},
    Publisher = {Universit{\"a}tsverlag Karlsruhe},
    Rating = {0},
    Title = {{Ensemble-Based Optimization and Tuning Algorithms}},
    Year = {2011},
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  • [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{Koch11b,
    Author = {Koch, Patrick and Konen, Wolfgang and Naujoks, Boris and Flasch, Oliver and Friese, Martina and Zaefferer, Martin and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings 21. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:41:06GMT},
    Date-Modified = {2017-01-14 15:25:18 +0000},
    Editor = {Hoffmann, F and H{\"u}llermeier, E},
    Keywords = {bartzPublic, free},
    Pages = {147--160},
    Publisher = {Universit{\"a}tsverlag Karlsruhe},
    Rating = {0},
    Title = {{Tuned Data Mining in R}},
    Uri = {\url{papers3://publication/uuid/DD94E1A0-65EA-4238-B778-F8751BFA0675}},
    Year = {2011},
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  • [PDF] W. Konen, P. Koch, O. Flasch, T. Bartz-Beielstein, M. Friese, and B. Naujoks, “Tuned Data Mining: A Benchmark Study on Different Tuners,” in Gecco ’11: proceedings of the 13th annual conference on genetic and evolutionary computation, 2011, pp. 1995-2002.
    [Bibtex]
    @inproceedings{Kone11d,
    Author = {Konen, Wolfgang and Koch, Patrick and Flasch, Oliver and Bartz-Beielstein, Thomas and Friese, Martina and Naujoks, Boris},
    Booktitle = {GECCO '11: Proceedings of the 13th Annual Conference on Genetic and Evolutionary Computation},
    Date-Added = {2015-11-29T01:41:04GMT},
    Date-Modified = {2017-01-14 15:26:59 +0000},
    Editor = {Krasnogor, Natalio},
    Keywords = {bartzPublic, nonfree},
    Pages = {1995--2002},
    Rating = {0},
    Title = {{Tuned Data Mining: A Benchmark Study on Different Tuners}},
    Year = {2011},
    Bdsk-File-1 = {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}}

2010

  • [PDF] T. Bartz-Beielstein, “Performing Meta Experiments Using the Sequential Parameter Optimization Toolbox SPOT,” , Cologne University of Applied Science, Faculty of Computer Science and Engineering Science 2010.
    [Bibtex]
    @techreport{Bart10o,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:32GMT},
    Date-Modified = {2017-01-14 14:51:25 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = aug,
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Performing Meta Experiments Using the Sequential Parameter Optimization Toolbox SPOT}},
    Year = {2010},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein, “Performing Experiments Using the Sequential Parameter Optimization Toolbox SPOT,” , Cologne University of Applied Science, Faculty of Computer Science and Engineering Science 2010.
    [Bibtex]
    @techreport{Bart10m,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:32GMT},
    Date-Modified = {2017-01-14 14:51:11 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = jul,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{Performing Experiments Using the Sequential Parameter Optimization Toolbox SPOT}},
    Year = {2010},
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  • [PDF] T. Bartz-Beielstein, “Writing Interfaces for the Sequential Parameter Optimization ToolboxSPOT,” , Cologne University of Applied Science, Faculty of Computer Science and Engineering Science 2010.
    [Bibtex]
    @techreport{Bart10n,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:32GMT},
    Date-Modified = {2017-01-14 14:51:18 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = jul,
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Writing Interfaces for the Sequential Parameter Optimization ToolboxSPOT}},
    Year = {2010},
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  • [PDF] T. Bartz-Beielstein, “SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization,” , Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, Technical Report (CIOP) , 2010.
    [Bibtex]
    @techreport{Bart10e,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Annote = {Comments: Related software can be downloaded from http://cran.r-project.org/web/packages/SPOT/index.html},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:32GMT},
    Date-Modified = {2017-01-14 14:53:43 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = jun,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization andData Mining)},
    Rating = {0},
    Title = {{SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization}},
    Type = {Technical Report (CIOP)},
    Year = {2010},
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  • [PDF] T. Bartz-Beielstein, “SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization,” Arxiv e-prints, 2010.
    [Bibtex]
    @article{Bart10w,
    Author = {Bartz-Beielstein, T},
    Date-Added = {2015-11-29T01:34:40GMT},
    Date-Modified = {2017-01-14 14:52:22 +0000},
    Journal = {ArXiv e-prints},
    Keywords = {bartzPublic, free},
    Month = jun,
    Rating = {0},
    Title = {{SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization}},
    Url = {http://arxiv.org/abs/1006.4645},
    Year = {2010},
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    Bdsk-Url-1 = {http://arxiv.org/abs/1006.4645}}
  • [PDF] T. Bartz-Beielstein, M. Preuss, K. Schmitt, and H. Schwefel, “Challenges for Contemporary Evolutionary Algorithms,” 2010.
    [Bibtex]
    @techreport{Bart10j,
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Schmitt, Karlheinz and Schwefel, Hans--Paul},
    Date-Added = {2015-11-29T01:39:08GMT},
    Date-Modified = {2017-01-14 14:51:03 +0000},
    Keywords = {bartzPublic, free},
    Month = may,
    Publisher = {Faculty of Computer Science, Algorithm Engineering (Ls11), TU Dortmund},
    Rating = {0},
    Title = {{Challenges for Contemporary Evolutionary Algorithms}},
    Year = {2010},
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  • [PDF] T. Bartz-Beielstein, “Sequential Parameter Optimization—An Annotated Bibliography,” , Cologne University of Applied Science, Faculty of Computer Science and Engineering Science 2010.
    [Bibtex]
    @techreport{Bart10b,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:31GMT},
    Date-Modified = {2017-01-14 14:50:09 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = apr,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{Sequential Parameter Optimization---An Annotated Bibliography}},
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  • [PDF] J. Ziegenhirt, T. Bartz-Beielstein, O. Flasch, W. Konen, and M. Zaefferer, “Optimization of Biogas Production with Computational Intelligence – A Comparative Study (Preprint),” TH Köln, Cologne University of Applied Science, Faculty of Computer Science and Engineering Science 2010.
    [Bibtex]
    @techreport{Zieg10a,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Ziegenhirt, J{\"o}rg and Bartz-Beielstein, Thomas and Flasch, Oliver and Konen, Wolfgang and Zaefferer, Martin},
    Date-Added = {2015-11-29T01:43:42GMT},
    Date-Modified = {2017-01-14 15:35:20 +0000},
    Institution = {TH K{\"o}ln},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = mar,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{Optimization of Biogas Production with Computational Intelligence - A Comparative Study (Preprint)}},
    Year = {2010},
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  • [PDF] O. Flasch, T. Bartz-Beielstein, A. Davtyan, P. Koch, W. Konen, T. D. Oyetoyan, and M. Tamutan, “Comparing Computational Intelligence Methods for Prediction Models in Environmental Engineering (Preprint),” , Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany 2010.
    [Bibtex]
    @techreport{Flas10a,
    Address = {Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany},
    Author = {Flasch, Oliver and Bartz-Beielstein, Thomas and Davtyan, Artur and Koch, Patrick and Konen, Wolfgang and Oyetoyan, Tosin Daniel and Tamutan, Michael},
    Date-Added = {2015-11-29T01:40:14GMT},
    Date-Modified = {2017-01-14 15:20:42 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = feb,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{Comparing Computational Intelligence Methods for Prediction Models in Environmental Engineering (Preprint)}},
    Year = {2010},
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  • [DOI] Experimental Methods for the Analysis of Optimization Algorithms, T. Bartz-Beielstein, M. Chiarandini, L. Paquete, and M. Preuss, Eds., Berlin, Heidelberg, New York: Springer, 2010.
    [Bibtex]
    @book{Bart09a,
    Address = {Berlin, Heidelberg, New York},
    Date-Added = {2015-11-29T01:43:52GMT},
    Date-Modified = {2017-01-14 14:48:23 +0000},
    Doi = {10.1007/978-3-642-02538-9},
    Editor = {Bartz-Beielstein, Thomas and Chiarandini, Marco and Paquete, Luis and Preuss, Mike},
    Isbn = {978-3-642-02537-2},
    Keywords = {bartzPublic, nonfree},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Experimental Methods for the Analysis of Optimization Algorithms}},
    Url = {http://www.springer.com/978-3-642-02537-2},
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  • [PDF] T. Bartz-Beielstein and M. Preuss, “The Future of Experimental Research,” in Experimental methods for the analysis of optimization algorithms, T. Bartz-Beielstein, M. Chiarandini, L. Paquete, and M. Preuss, Eds., Berlin, Heidelberg, New York: Springer, 2010, pp. 17-46.
    [Bibtex]
    @incollection{Bart09e,
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  • [PDF] T. Bartz-Beielstein, C. Lasarczyk, and M. Preuss, “The Sequential Parameter Optimization Toolbox,” in Experimental methods for the analysis of optimization algorithms, T. Bartz-Beielstein, M. Chiarandini, L. Paquete, and M. Preuss, Eds., Berlin, Heidelberg, New York: Springer, 2010, pp. 337-360.
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    Editor = {Bartz-Beielstein, Thomas and Chiarandini, Marco and Paquete, Luis and Preuss, Mike},
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    Title = {{The Sequential Parameter Optimization Toolbox}},
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  • [PDF] [DOI] T. Bartz-Beielstein, M. Chiarandini, L. Paquete, and M. Preuss, “Introduction—Experimental Methods for the Analysis of Optimization Algorithms,” in Experimental methods for the analysis of optimization algorithms, T. Bartz-Beielstein, M. Chiarandini, L. Paquete, and M. Preuss, Eds., Berlin, Heidelberg, New York: Springer, 2010, pp. 1-13.
    [Bibtex]
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    Title = {{Introduction---Experimental Methods for the Analysis of Optimization Algorithms}},
    Uri = {\url{papers3://publication/doi/10.1007/978-3-642-02538-9_1}},
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  • [PDF] T. Bartz-Beielstein, M. Preuss, and H. Schwefel, “Model Optimization with Evolutionary Algorithms,” in Emergence, analysis, and evolution of structures—concepts and strategies across disciplines, K. Lucas and P. Roosen, Eds., Berlin, Heidelberg, New York: Springer, 2010, pp. 47-62.
    [Bibtex]
    @incollection{Bart10f,
    Address = {Berlin, Heidelberg, New York},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Schwefel, Hans--Paul},
    Booktitle = {Emergence, Analysis, and Evolution of Structures---Concepts and Strategies Across Disciplines},
    Date-Added = {2015-11-29T01:39:07GMT},
    Date-Modified = {2017-01-14 15:55:37 +0000},
    Editor = {Lucas, K and Roosen, P},
    Keywords = {bartzPublic, nonfree},
    Pages = {47--62},
    Publisher = {Springer},
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    Title = {{Model Optimization with Evolutionary Algorithms}},
    Year = {2010},
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  • [PDF] Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010, 2010.
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    Editor = {Bartz-Beielstein, T and Chiarandini, M and Paquete, L and Preuss, M},
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    Title = {{Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010}},
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  • [DOI] T. Bartz-Beielstein and M. Preuss, “Tuning and experimental analysis in evolutionary computation: what we still have wrong,” in Gecco (companion), New York, New York, USA, 2010, pp. 2625-2646.
    [Bibtex]
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    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
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    Date-Added = {2015-11-29T01:39:07GMT},
    Date-Modified = {2017-01-14 15:56:55 +0000},
    Doi = {10.1145/1830761.1830911},
    Editor = {Pelikan, Martin and Branke, J{\"u}rgen},
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    Keywords = {bartzPublic, BartzTutorial, nonfree},
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    Publisher = {ACM},
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    Title = {{Tuning and experimental analysis in evolutionary computation: what we still have wrong}},
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  • T. Bartz-Beielstein, O. Flasch, P. Koch, and W. Konen, “SPOT: A Toolbox for Interactive and Automatic Tuning in the R Environment,” in Proceedings 20. workshop computational intelligence, 2010, pp. 264-273.
    [Bibtex]
    @inproceedings{Bart10p,
    Author = {Bartz-Beielstein, Thomas and Flasch, O and Koch, P and Konen, W},
    Booktitle = {Proceedings 20. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:38:42GMT},
    Date-Modified = {2017-01-14 14:51:35 +0000},
    Editor = {Hoffmann, F and H{\"u}llermeier, E},
    Keywords = {bartzPublic, free},
    Pages = {264--273},
    Publisher = {Universit{\"a}tsverlag Karlsruhe},
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    Title = {{SPOT: A Toolbox for Interactive and Automatic Tuning in the R Environment}},
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  • [PDF] T. Bartz-Beielstein, O. Flasch, P. Koch, and W. Konen, “SPOT: A Toolbox for Interactive and Automatic Tuning of SearchHeuristics andSimulation Models in the R Environment,” TH Köln 2010.
    [Bibtex]
    @techreport{Bart10q,
    Author = {Bartz-Beielstein, Thomas and Flasch, Oliver and Koch, Patrick and Konen, Wolfgang},
    Date-Added = {2015-11-29T01:38:39GMT},
    Date-Modified = {2017-01-14 14:52:03 +0000},
    Institution = {TH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Publisher = {Cologne University of Applied Sciences},
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    Title = {{SPOT: A Toolbox for Interactive and Automatic Tuning of SearchHeuristics andSimulation Models in the R Environment}},
    Year = {2010},
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  • O. Flasch, T. Bartz-Beielstein, A. Davtyan, P. Koch, W. Konen, T. D. Oyetoyan, and M. Tamutan, “Comparing CI Methods for Prediction Models in Environmental Engineering,” Fachhochschule Köln 2010.
    [Bibtex]
    @techreport{Flas10c,
    Author = {Flasch, Oliver and Bartz-Beielstein, Thomas and Davtyan, Artur and Koch, Patrick and Konen, Wolfgang and Oyetoyan, Tosin Daniel and Tamutan, Michael},
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    Institution = {Fachhochschule K{\"o}ln},
    Keywords = {bartzPublic, free},
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    Title = {{Comparing CI Methods for Prediction Models in Environmental Engineering}},
    Year = {2010},
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  • O. Flasch, O. Mersmann, and T. Bartz-Beielstein, “RGP: An Open Source Genetic Programming System for the R Environment,” in Genetic and evolutionary computation conference, gecco 2010, proceedings, portland, oregon, 2010, pp. 2071-2072.
    [Bibtex]
    @inproceedings{Flas10d,
    Author = {Flasch, Oliver and Mersmann, Olaf and Bartz-Beielstein, Thomas},
    Booktitle = {Genetic and Evolutionary Computation Conference, GECCO 2010, Proceedings, Portland, Oregon},
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    Title = {{RGP: An Open Source Genetic Programming System for the R Environment}},
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  • [PDF] [DOI] O. Flasch, T. Bartz-Beielstein, A. Davtyan, P. Koch, W. Konen, T. D. Oyetoyan, and M. Tamutan, “Comparing SPO-tuned GP and NARX prediction models for stormwater tank fill level prediction,” in Proc. ieee congress evolutionary computation (cec), 2010, pp. 1579-1586.
    [Bibtex]
    @inproceedings{Flas10e,
    Author = {Flasch, O and Bartz-Beielstein, Thomas and Davtyan, A and Koch, P and Konen, W and Oyetoyan, T D and Tamutan, M},
    Booktitle = {Proc. IEEE Congress Evolutionary Computation (CEC)},
    Date-Added = {2015-11-29T01:40:12GMT},
    Date-Modified = {2017-01-14 15:21:16 +0000},
    Doi = {10.1109/CEC.2010.5586172},
    Editor = {Fogel, Gary et al},
    Isbn = {978-1-4244-6909-3},
    Keywords = {bartzPublic, nonfree},
    Pages = {1579--1586},
    Publisher = {IEEE},
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    Title = {{Comparing SPO-tuned GP and NARX prediction models for stormwater tank fill level prediction}},
    Year = {2010},
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  • [PDF] O. Flasch, T. Bartz-Beielstein, P. Koch, and W. Konen, “Clustering Based Niching for Genetic Programming in the R Environment,” in Proceedings 20. workshop computational intelligence, 2010, pp. 33-46.
    [Bibtex]
    @inproceedings{Flas10f,
    Author = {Flasch, O and Bartz-Beielstein, Thomas and Koch, P and Konen, W},
    Booktitle = {Proceedings 20. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:40:10GMT},
    Date-Modified = {2017-01-14 15:21:25 +0000},
    Editor = {Hoffmann, F and H{\"u}llermeier, E},
    Keywords = {bartzPublic, free},
    Pages = {33--46},
    Publisher = {Universit{\"a}tsverlag Karlsruhe},
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    Title = {{Clustering Based Niching for Genetic Programming in the R Environment}},
    Year = {2010},
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  • [PDF] F. Hutter, T. Bartz-Beielstein, H. Hoos, K. Leyton-Brown, and K. P. Murphy, “Sequential Model-Based Parameter Optimisation: an Experimental Investigation of Automated and Interactive Approaches,” in Experimental methods for the analysis of optimization algorithms, T. Bartz-Beielstein, M. Chiarandini, L. Paquete, and M. Preuss, Eds., Berlin, Heidelberg, New York: Springer, 2010, pp. 361-414.
    [Bibtex]
    @incollection{Hutt09a,
    Address = {Berlin, Heidelberg, New York},
    Author = {Hutter, Frank and Bartz-Beielstein, Thomas and Hoos, Holger and Leyton-Brown, Kevin and Murphy, Kevin P},
    Booktitle = {Experimental Methods for the Analysis of Optimization Algorithms},
    Date-Added = {2015-11-29T01:40:47GMT},
    Date-Modified = {2017-01-14 15:24:25 +0000},
    Editor = {Bartz-Beielstein, Thomas and Chiarandini, Marco and Paquete, Luis and Preuss, Mike},
    Keywords = {bartzPublic, nonfree},
    Pages = {361--414},
    Publisher = {Springer},
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    Title = {{Sequential Model-Based Parameter Optimisation: an Experimental Investigation of Automated and Interactive Approaches}},
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  • [PDF] P. Koch, W. Konen, O. Flasch, and T. Bartz-Beielstein, “Optimizing Support Vector Machines for Stormwater Prediction,” in Proceedings of workshop on experimental methods for the assessment of computational systems joint to ppsn2010, TU Dortmund, 2010, pp. 47-59.
    [Bibtex]
    @inproceedings{Koch10b,
    Address = {TU Dortmund},
    Author = {Koch, Patrick and Konen, Wolfgang and Flasch, Oliver and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010},
    Date-Added = {2015-11-29T01:41:00GMT},
    Date-Modified = {2017-01-14 16:10:45 +0000},
    Editor = {Bartz-Beielstein, T and Chiarandini, M and Paquete, L and Preuss, M},
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    Pages = {47--59},
    Rating = {0},
    Title = {{Optimizing Support Vector Machines for Stormwater Prediction}},
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  • [PDF] P. Koch, W. Konen, O. Flasch, and T. Bartz-Beielstein, “Optimization of Support Vector Regression Models for Stormwater Prediction,” in Proceedings 20. workshop computational intelligence, 2010, pp. 146-160.
    [Bibtex]
    @inproceedings{Koch10c,
    Author = {Koch, Patrick and Konen, Wolfgang and Flasch, Oliver and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings 20. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:41:04GMT},
    Date-Modified = {2017-01-14 15:24:44 +0000},
    Editor = {Hoffmann, F and H{\"u}llermeier, E},
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    Pages = {146--160},
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    Title = {{Optimization of Support Vector Regression Models for Stormwater Prediction}},
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  • [PDF] W. Konen, P. Koch, O. Flasch, and T. Bartz-Beielstein, “Parameter-Tuned Data Mining: A General Framework,” in Proceedings 20. workshop computational intelligence, 2010.
    [Bibtex]
    @inproceedings{Kone10a,
    Author = {Konen, Wolfgang and Koch, Patrick and Flasch, Oliver and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings 20. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:41:09GMT},
    Date-Modified = {2017-01-14 15:26:28 +0000},
    Editor = {Hoffmann, F and H{\"u}llermeier, E},
    Keywords = {bartzPublic, free},
    Publisher = {Universit{\"a}tsverlag Karlsruhe},
    Rating = {0},
    Title = {{Parameter-Tuned Data Mining: A General Framework}},
    Year = {2010},
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  • [PDF] [DOI] 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, Piscataway NJ, 2010, pp. 3606-3613.
    [Bibtex]
    @inproceedings{Zieg10b,
    Address = {Piscataway NJ},
    Author = {Ziegenhirt, J{\"o}rg and Bartz-Beielstein, Thomas and Flasch, Oliver and Konen, Wolfgang and Zaefferer, Martin},
    Booktitle = {Proc. 2010 Congress on Evolutionary Computation (CEC'10) within IEEE World Congress on Computational Intelligence (WCCI'10), Barcelona, Spain},
    Date-Added = {2015-11-29T01:43:46GMT},
    Date-Modified = {2017-01-14 15:35:32 +0000},
    Doi = {10.1109/CEC.2010.5586509},
    Editor = {Fogel, Gary et al},
    Isbn = {978-1-4244-6909-3},
    Keywords = {bartzPublic, nonfree},
    Pages = {3606--3613},
    Publisher = {IEEE Press},
    Rating = {0},
    Title = {{Optimization of Biogas Production with Computational Intelligence---A Comparative Study}},
    Uri = {\url{papers3://publication/doi/10.1109/CEC.2010.5586509}},
    Year = {2010},
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    Bdsk-Url-1 = {http://dx.doi.org/10.1109/CEC.2010.5586509}}

2009

  • [PDF] O. Flasch and T. Bartz-Beielstein, “Sequential parameter optimization applied to evolutionary strategies for portfolio optimization,” in Second workshop of the ercim working group on computing and statistics (ercim 09), 2009, p. 107.
    [Bibtex]
    @inproceedings{Flas09b,
    Author = {Flasch, Oliver and Bartz-Beielstein, Thomas},
    Booktitle = {Second Workshop of the ERCIM Working Group on Computing and Statistics (ERCIM 09)},
    Date-Added = {2016-11-11 04:45:31 +0000},
    Date-Modified = {2017-01-14 15:20:33 +0000},
    Editor = {A. Colubi and E.J. Kontoghiorghes and D.S.G. Pollock and S. Van Aelst and P. Winker},
    Keywords = {bartzPublic, free},
    Month = oct,
    Organization = {European Research Consortium for Informatics and Mathematics},
    Pages = {107},
    Title = {{Sequential parameter optimization applied to evolutionary strategies for portfolio optimization}},
    Year = {2009},
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  • [PDF] T. Bartz-Beielstein, “Sequential Parameter Optimization,” in Sampling-based optimization in the presence of uncertainty, Dagstuhl, Germany, 2009, pp. 1-32.
    [Bibtex]
    @inproceedings{Bart09c,
    Address = {Dagstuhl, Germany},
    Annote = {Keywords: Optimization, evolutionary algorithms, design of experiments},
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {Sampling-based Optimization in the Presence of Uncertainty},
    Date-Added = {2015-11-29T01:38:24GMT},
    Date-Modified = {2017-01-14 14:48:36 +0000},
    Editor = {Branke, J{\"u}rgen and Nelson, Barry L and Powell, Warren Buckler and Santner, Thomas J},
    Keywords = {bartzPublic, free},
    Pages = {1-32},
    Publisher = {Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, Germany},
    Rating = {0},
    Title = {{Sequential Parameter Optimization}},
    Url = {http://drops.dagstuhl.de/opus/volltexte/2009/2115},
    Year = {2009},
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    Bdsk-Url-1 = {http://drops.dagstuhl.de/opus/volltexte/2009/2115}}
  • [DOI] T. Bartz-Beielstein and M. Preuss, “The future of experimental research,” in Proceedings of the 11th annual conference companion on genetic and evolutionary computation conference: late breaking papers, New York, NY, USA, 2009, pp. 3185-3226.
    [Bibtex]
    @inproceedings{Bart09m,
    Acmid = {1570417},
    Address = {New York, NY, USA},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Booktitle = {Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers},
    Date-Added = {2017-01-14 16:21:42 +0000},
    Date-Modified = {2017-01-14 16:21:42 +0000},
    Doi = {10.1145/1570256.1570417},
    Isbn = {978-1-60558-505-5},
    Keywords = {bartzPublic, BartzTutorial, nonfree, evolutionary algorithms, experimental analysis, parameter tuning, performance analysis, tutorial, BartzTutorial},
    Location = {Montreal},
    Numpages = {42},
    Pages = {3185--3226},
    Publisher = {ACM},
    Series = {GECCO '09},
    Title = {The Future of Experimental Research},
    Url = {http://doi.acm.org/10.1145/1570256.1570417},
    Year = {2009},
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    Bdsk-Url-2 = {http://dx.doi.org/10.1145/1570256.1570417}}
  • [PDF] O. Flasch, T. Bartz-Beielstein, P. Koch, and W. Konen, “Genetic Programming Applied to Predictive Control in Environmental Engineering,” in Proceedings 19. workshop computational intelligence, Karlsruhe, 2009, pp. 101-113.
    [Bibtex]
    @inproceedings{Flas09a,
    Address = {Karlsruhe},
    Author = {Flasch, Oliver and Bartz-Beielstein, Thomas and Koch, Patrick and Konen, Wolfgang},
    Booktitle = {Proceedings 19. Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:40:13GMT},
    Date-Modified = {2017-01-14 15:20:17 +0000},
    Editor = {Hoffmann, Frank and H{\"u}llermeier, Eyke},
    Keywords = {bartzPublic, free},
    Pages = {101--113},
    Publisher = {KIT Scientific Publishing},
    Rating = {0},
    Title = {{Genetic Programming Applied to Predictive Control in Environmental Engineering}},
    Year = {2009},
    Bdsk-File-1 = {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}}
  • [DOI] W. Konen and T. Bartz-Beielstein, “Reinforcement learning for games: failures and successes,” in Proceedings of the 11th annual conference companion on genetic and evolutionary computation conference: late breaking papers, New York, NY, USA, 2009, pp. 2641-2648.
    [Bibtex]
    @inproceedings{Kone09a,
    Acmid = {1570375},
    Address = {New York, NY, USA},
    Author = {Konen, Wolfgang and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers},
    Date-Added = {2016-11-11 05:09:01 +0000},
    Date-Modified = {2017-01-14 15:26:10 +0000},
    Doi = {10.1145/1570256.1570375},
    Isbn = {978-1-60558-505-5},
    Keywords = {bartzPublic, nonfree, evolution strategies, failures, games, learning},
    Location = {Montreal, Qu\&\#233;bec, Canada},
    Numpages = {8},
    Pages = {2641--2648},
    Publisher = {ACM},
    Series = {GECCO '09},
    Title = {Reinforcement Learning for Games: Failures and Successes},
    Url = {http://doi.acm.org/10.1145/1570256.1570375},
    Year = {2009},
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  • [DOI] W. Konen, T. Zimmer, and T. Bartz-Beielstein, “Optimized Modelling of Fill Levels in Stormwater Tanks Using CI-based Parameter Selection Schemes (in german),” At-automatisierungstechnik, vol. 57, iss. 3, pp. 155-166, 2009.
    [Bibtex]
    @article{Kone09b,
    Annote = {original title: Optimierte Modellierung von F{\"u}llst{\"a}nden in Regen{\"u}berlaufbecken mittels CI-basierter Parameterselektion},
    Author = {Konen, W and Zimmer, T and Bartz-Beielstein, T},
    Date-Added = {2015-11-29T01:41:08GMT},
    Date-Modified = {2017-01-14 15:26:22 +0000},
    Doi = {10.1524/auto.2009.0756},
    Journal = {at-Automatisierungstechnik},
    Keywords = {bartzPublic, nonfree},
    Number = {3},
    Pages = {155--166},
    Publisher = {Oldenbourg},
    Rating = {0},
    Title = {{Optimized Modelling of Fill Levels in Stormwater Tanks Using CI-based Parameter Selection Schemes (in german)}},
    Uri = {\url{papers3://publication/doi/10.1524/auto.2009.0756}},
    Url = {http://dx.doi.org/10.1524/auto.2009.0756},
    Volume = {57},
    Year = {2009},
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    Bdsk-Url-1 = {http://dx.doi.org/10.1524/auto.2009.0756}}
  • [PDF] C. Stoean, M. Preuss, T. Bartz-Beielstein, and R. Stoean, “A New Clustering-Based Evolutionary Algorithm for Real-Valued Multimodal Optimization,” , TU Dortmund, Dortmund, Germany 2009.
    [Bibtex]
    @techreport{Stoe09a,
    Address = {TU Dortmund, Dortmund, Germany},
    Author = {Stoean, Catalin and Preuss, Mike and Bartz-Beielstein, Thomas and Stoean, Ruxandra},
    Date-Added = {2015-11-29T01:43:16GMT},
    Date-Modified = {2017-01-14 15:30:04 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {Chair of Algorithm Engineering},
    Rating = {0},
    Title = {{A New Clustering-Based Evolutionary Algorithm for Real-Valued Multimodal Optimization}},
    Year = {2009},
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  • [PDF] R. Stoean, T. Bartz-Beielstein, M. Preuss, and C. Stoean, “A Support Vector Machine-Inspired Evolutionary Approach for Parameter Setting in Metaheuristics,” TH Köln, Cologne University of Applied Science, Faculty of Computer Science and Engineering Science 2009.
    [Bibtex]
    @techreport{Stoe09b,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Stoean, Ruxandra and Bartz-Beielstein, Thomas and Preuss, Mike and Stoean, Catalin},
    Date-Added = {2015-11-29T01:43:25GMT},
    Date-Modified = {2017-01-14 15:30:29 +0000},
    Institution = {TH K{\"o}ln},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = jan,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{A Support Vector Machine-Inspired Evolutionary Approach for Parameter Setting in Metaheuristics}},
    Year = {2009},
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2008

  • [PDF] T. Bartz-Beielstein and M. Preuss, Preprint: The Future of Experimental Research (Tutorial)Cologne University of Applied Science, Faculty of Computer Science and Engineering Science: Research Center CIOP (Computational Intelligence, Optimization and Data Mining), 2008.
    [Bibtex]
    @misc{BP08blec,
    Address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Date-Added = {2015-11-29T01:39:02GMT},
    Date-Modified = {2017-01-14 15:12:55 +0000},
    Howpublished = {10th International Conference on Parallel Problem Solving From Nature (PPSN), Dortmund},
    Issn = {2191-365X},
    Keywords = {bartzPublic, BartzTutorial},
    Month = sep,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
    Rating = {0},
    Title = {{Preprint: The Future of Experimental Research (Tutorial)}},
    Year = {2008},
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  • [PDF] [DOI] W. Konen and T. Bartz-Beielstein, “Reinforcement Learning: Insights from Interesting Failures in Parameter Selection,” in Ppsn’2008: 10th international conference on parallel problem solving from nature, dortmund, Berlin, 2008, pp. 478-487.
    [Bibtex]
    @inproceedings{Kone08a,
    Address = {Berlin},
    Author = {Konen, Wolfgang and Bartz-Beielstein, Thomas},
    Booktitle = {PPSN'2008: 10th International Conference on Parallel Problem Solving From Nature, Dortmund},
    Date-Added = {2015-11-29T01:41:09GMT},
    Date-Modified = {2017-01-14 15:25:51 +0000},
    Doi = {10.1007/978-3-540-87700-4_48},
    Editor = {Rudolph, G{\"u}nter et al},
    Isbn = {978-3-540-87699-1},
    Keywords = {bartzPublic, nonfree},
    Month = sep,
    Pages = {478--487},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Reinforcement Learning: Insights from Interesting Failures in Parameter Selection}},
    Url = {http://dx.doi.org/10.1007/978-3-540-87700-4_48},
    Year = {2008},
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    Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-540-87700-4_48}}
  • [PDF] T. Bartz-Beielstein, “Review: Design and Analysis of Simulation Experiments by Jack P.C. Kleijnen,” Informs computing society news, vol. 2, pp. 11-14, 2008.
    [Bibtex]
    @article{Bart08d,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:40GMT},
    Date-Modified = {2017-01-14 14:46:38 +0000},
    Journal = {INFORMS Computing Society News},
    Keywords = {bartzPublic, free},
    Month = 8,
    Pages = {11--14},
    Rating = {0},
    Title = {{Review: Design and Analysis of Simulation Experiments by Jack P.C. Kleijnen}},
    Volume = {2},
    Year = {2008},
    Bdsk-File-1 = {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}}
  • [DOI] T. Bartz-Beielstein and M. Preuss, “Experimental research in evolutionary computation–The Future of Experimental Research ( GECCO Tutorial 2008),” in Gecco (companion), New York, New York, USA, 2008, pp. 2517-2534.
    [Bibtex]
    @inproceedings{BP08a,
    Address = {New York, New York, USA},
    Affiliation = {ACM},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Booktitle = {GECCO (Companion)},
    Date-Added = {2017-01-14 16:23:11 +0000},
    Date-Modified = {2017-01-14 16:23:23 +0000},
    Doi = {10.1145/1388969.1389066},
    Editor = {Ryan, Conor and Keijzer, Maarten},
    Isbn = {9781605581316},
    Keywords = {bartzPublic, BartzTutorial},
    Month = jul,
    Organization = {ACM},
    Pages = {2517--2534},
    Publisher = {Genetic and Evolutionary Computation Conf. (GECCO 2008), Atlanta, Georgia, US},
    Rating = {0},
    Title = {{Experimental research in evolutionary computation--The Future of Experimental Research ( GECCO Tutorial 2008)}},
    Url = {http://dx.doi.org/10.1145/1388969.1389066},
    Year = {2008},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://dx.doi.org/10.1145/1388969.1389066}}
  • [PDF] T. Bartz-Beielstein, C. Lasarczyk, and M. Preu, “SPOT: Sequential Parameter Optimization Toolbox,” 2008.
    [Bibtex]
    @techreport{Bart06f,
    Author = {Bartz-Beielstein, Thomas and Lasarczyk, Christian and Preu, Mike},
    Date-Added = {2015-11-29T01:38:47GMT},
    Date-Modified = {2017-01-14 14:44:42 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {Universit{\"a}t Dortmund, Germany},
    Rating = {0},
    Title = {{SPOT: Sequential Parameter Optimization Toolbox}},
    Year = {2008},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://sfbci.uni-dortmund.de/Publications/Reference/Downloads/25608.pdf}}
  • [PDF] [DOI] T. Bartz-Beielstein, “How Experimental Algorithmics Can Benefit from Mayo’s Extensions to Neyman-Pearson Theory of Testing,” Synthese, vol. 163, iss. 3, pp. 385-396, 2008.
    [Bibtex]
    @article{Bart08a,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:36GMT},
    Date-Modified = {2017-01-14 14:46:16 +0000},
    Doi = {10.1007/s11229-007-9297-z},
    Journal = {Synthese},
    Keywords = {bartzPublic, nonfree},
    Language = {English},
    Number = {3},
    Pages = {385--396},
    Rating = {0},
    Title = {{How Experimental Algorithmics Can Benefit from Mayo's Extensions to Neyman-Pearson Theory of Testing}},
    Url = {http://link.springer.com/10.1007/s11229-007-9297-z},
    Volume = {163},
    Year = {2008},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://link.springer.com/10.1007/s11229-007-9297-z},
    Bdsk-Url-2 = {http://dx.doi.org/10.1007/s11229-007-9297-z}}
  • [PDF] T. Bartz-Beielstein, T. Zimmer, and W. Konen, “Parameterselektion für komplexe Modellierungsaufgaben der Wasserwirtschaft — Moderne CI-Verfahren zur Zeitreihenanalyse,” in Proc. 18th workshop computational intelligence, 2008, pp. 136-150.
    [Bibtex]
    @inproceedings{Bart08c,
    Author = {Bartz-Beielstein, Thomas and Zimmer, Tobias and Konen, Wolfgang},
    Booktitle = {Proc. 18th Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:39:31GMT},
    Date-Modified = {2017-01-14 14:46:28 +0000},
    Editor = {Mikut, R and Reischl, M},
    Keywords = {bartzPublic, free},
    Pages = {136--150},
    Publisher = {Universit{\"a}tsverlag, Karlsruhe},
    Rating = {0},
    Title = {{Parameterselektion f{\"u}r komplexe Modellierungsaufgaben der Wasserwirtschaft -- Moderne CI-Verfahren zur Zeitreihenanalyse}},
    Year = {2008},
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  • T. Bartz-Beielstein and W. Konen, “Moderne statistische Verfahren zur Parameteroptimierung und systematischen Modellauswahl,” 2008.
    [Bibtex]
    @techreport{Bart08f,
    Author = {Bartz-Beielstein, Thomas and Konen, Wolfgang},
    Date-Added = {2015-11-29T01:38:40GMT},
    Date-Modified = {2017-01-14 14:46:52 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Moderne statistische Verfahren zur Parameteroptimierung und systematischen Modellauswahl}},
    Year = {2008},
    Bdsk-File-1 = {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}}
  • T. Bartz-Beielstein and W. Konen, “Genetisches Programmieren für Vorhersagemodelle in der Finanzwirtschaft,” 2008.
    [Bibtex]
    @techreport{Bart08g,
    Author = {Bartz-Beielstein, Thomas and Konen, Wolfgang},
    Date-Added = {2015-11-29T01:38:42GMT},
    Date-Modified = {2017-01-14 14:47:01 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Genetisches Programmieren f{\"u}r Vorhersagemodelle in der Finanzwirtschaft}},
    Year = {2008},
    Bdsk-File-1 = {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}}
  • T. Bartz-Beielstein and W. Konen, “Datenanalyse und Prozessoptimierung am Beispiel Kläranlagen,” 2008.
    [Bibtex]
    @techreport{Bart08h,
    Author = {Bartz-Beielstein, Thomas and Konen, Wolfgang},
    Date-Added = {2015-11-29T01:38:48GMT},
    Date-Modified = {2017-01-14 14:47:16 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {Cologne University of Applied Sciences},
    Rating = {0},
    Title = {{Datenanalyse und Prozessoptimierung am Beispiel Kl{\"a}ranlagen}},
    Year = {2008},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein, C. Lasarczyk, and M. Preuss, “SPOT – Sequential Parameter Optimization Toolbox (Documentation),” , Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science 2008.
    [Bibtex]
    @techreport{Bart08i,
    Address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
    Author = {Bartz-Beielstein, Thomas and Lasarczyk, Christian and Preuss, Mike},
    Date-Added = {2015-11-29T01:38:58GMT},
    Date-Modified = {2017-01-14 14:47:28 +0000},
    Issn = {2191-365X},
    Keywords = {bartzPublic, free},
    Month = jan,
    Publisher = {Research Center CIOP (Computational Intelligence, Optimization andData Mining)},
    Rating = {0},
    Title = {{SPOT - Sequential Parameter Optimization Toolbox (Documentation)}},
    Year = {2008},
    Bdsk-File-1 = {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}}
  • [PDF] W. Konen and T. Bartz-Beielstein, “Reinforcement Learning für strategische Brettspiele,” 2008.
    [Bibtex]
    @techreport{Kone08c,
    Author = {Konen, W and Bartz-Beielstein, T},
    Date-Added = {2015-11-29T01:41:08GMT},
    Date-Modified = {2017-01-14 15:25:58 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {FH K{\"o}ln},
    Rating = {0},
    Title = {{Reinforcement Learning f{\"u}r strategische Brettspiele}},
    Year = {2008},
    Bdsk-File-1 = {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}}
  • [PDF] W. Konen and T. Bartz-Beielstein, “Internationaler DATA-MINING-CUP (DMC) mit studentischer Beteiligung des Campus Gummersbach,” 2008.
    [Bibtex]
    @techreport{Kone08d,
    Author = {Konen, W and Bartz-Beielstein, T},
    Date-Added = {2015-11-29T01:41:05GMT},
    Date-Modified = {2017-01-14 16:11:08 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {FH K{\"o}ln},
    Rating = {0},
    Title = {{Internationaler DATA-MINING-CUP (DMC) mit studentischer Beteiligung des Campus Gummersbach}},
    Year = {2008},
    Bdsk-File-1 = {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}}

2007

  • Hybrid Metaheuristics, 4th International Workshop, HM 2007, Dortmund, Germany, October 8-9, 2007, ProceedingsSpringer, 2007.
    [Bibtex]
    @proceedings{Bart07a,
    Booktitle = {Hybrid Metaheuristics},
    Date-Added = {2015-11-29T01:43:52GMT},
    Date-Modified = {2017-01-14 14:21:07 +0000},
    Editor = {Bartz-Beielstein, Thomas and Aguilera, Mar '{\i}a J Blesa and Blum, Christian and Naujoks, Boris and Roli, Andrea and Rudolph, G{\"u}nter and Sampels, Michael},
    Keywords = {bartzPublic, nonfree},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Hybrid Metaheuristics, 4th International Workshop, HM 2007, Dortmund, Germany, October 8-9, 2007, Proceedings}},
    Year = {2007}}
  • [DOI] T. Bartz-Beielstein and M. Preuss, “Experimental research in evolutionary computation (GECCO 2007),” in Proceedings of the 2007 gecco conference companion on genetic and evolutionary computation, New York, NY, USA, 2007, pp. 3001-3020.
    [Bibtex]
    @inproceedings{Bart07b,
    Address = {New York, NY, USA},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Booktitle = {Proceedings of the 2007 GECCO conference companion on Genetic and evolutionary computation},
    Date-Added = {2015-11-29T01:39:06GMT},
    Date-Modified = {2017-01-14 14:37:32 +0000},
    Doi = {10.1145/1274000.1274102},
    Isbn = {978-1-59593-698-1},
    Keywords = {bartzPublic, BartzTutorial, nonfree},
    Pages = {3001--3020},
    Publisher = {ACM},
    Rating = {0},
    Title = {{Experimental research in evolutionary computation (GECCO 2007)}},
    Url = {http://doi.acm.org/10.1145/1274000.1274102},
    Year = {2007},
    Bdsk-File-1 = {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},
    Bdsk-Url-1 = {http://doi.acm.org/10.1145/1274000.1274102},
    Bdsk-Url-2 = {http://dx.doi.org/10.1145/1274000.1274102}}
  • [PDF] T. Bartz-Beielstein, W. Konen, and Westenberger, “Computational Intelligence und Data Mining — Portfoliooptimierung unter Nebenbedingungen,” FH Köln 2007.
    [Bibtex]
    @techreport{Bart07c,
    Author = {Bartz-Beielstein, T and Konen, W and {Westenberger}},
    Date-Added = {2015-11-29T01:38:47GMT},
    Date-Modified = {2017-01-14 14:36:56 +0000},
    Institution = {FH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Publisher = {FH K{\"o}ln},
    Rating = {0},
    Title = {{Computational Intelligence und Data Mining -- Portfoliooptimierung unter Nebenbedingungen}},
    Year = {2007},
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  • [PDF] T. Bartz-Beielstein, W. Konen, and Westenberger, “Computational Intelligence und Data Mining — Moderne statistische Verfahren zur experimentellen Versuchsplanung,” 2007.
    [Bibtex]
    @techreport{Bart07d,
    Author = {Bartz-Beielstein, T and Konen, W and {Westenberger}},
    Date-Added = {2015-11-29T01:38:47GMT},
    Date-Modified = {2017-01-14 14:36:45 +0000},
    Keywords = {bartzPublic, free},
    Publisher = {FH K{\"o}ln},
    Rating = {0},
    Title = {{Computational Intelligence und Data Mining -- Moderne statistische Verfahren zur experimentellen Versuchsplanung}},
    Year = {2007},
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  • [PDF] T. Bartz-Beielstein, D. Blum, and J. Branke, “Particle Swarm Optimization and Sequential Sampling in Noisy Environments,” in Metaheuristics–progress in complex systems optimization, K. F. Doerner and others, Eds., Berlin, Heidelberg, New York: Springer, 2007, pp. 261-273.
    [Bibtex]
    @incollection{BBB07,
    Address = {Berlin, Heidelberg, New York},
    Author = {Bartz-Beielstein, Thomas and Blum, Daniel and Branke, J{\"u}rgen},
    Booktitle = {Metaheuristics--Progress in Complex Systems Optimization},
    Date-Added = {2015-11-29T01:38:41GMT},
    Date-Modified = {2017-01-14 15:11:22 +0000},
    Editor = {Doerner, Karl F and others},
    Keywords = {bartzPublic, free},
    Pages = {261--273},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Particle Swarm Optimization and Sequential Sampling in Noisy Environments}},
    Year = {2007},
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  • [PDF] T. Bartz-Beielstein, M. Bongards, C. Claes, W. Konen, and H. Westenberger, “Datenanalyse und Prozessoptimierung für Kanalnetze und Kläranlagen mit CI-Methoden,” in Proc. 17th workshop computational intelligence, 2007, pp. 132-138.
    [Bibtex]
    @inproceedings{BBKW07a,
    Author = {Bartz-Beielstein, Thomas and Bongards, Michael and Claes, Christoph and Konen, Wolfgang and Westenberger, Hartmut},
    Booktitle = {Proc. 17th Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:38:40GMT},
    Date-Modified = {2017-01-14 15:11:37 +0000},
    Editor = {Mikut, R and Reischl, M},
    Keywords = {bartzPublic, free},
    Pages = {132--138},
    Publisher = {Universit{\"a}tsverlag, Karlsruhe},
    Rating = {0},
    Title = {{Datenanalyse und Prozessoptimierung f{\"u}r Kanalnetze und Kl{\"a}ranlagen mit CI-Methoden}},
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  • [PDF] W. Konen, T. Bartz-Beielstein, and H. Westenberger, “Computational Intelligence und Data Mining — Datenanalyse und Prozessoptimierung am Beispiel Kläranlagen,” FH Köln 2007.
    [Bibtex]
    @techreport{Kone07a,
    Author = {Konen, W and Bartz-Beielstein, T and Westenberger, H},
    Date-Added = {2015-11-29T01:41:06GMT},
    Date-Modified = {2017-01-14 15:25:40 +0000},
    Institution = {FH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Publisher = {FH K{\"o}ln},
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    Title = {{Computational Intelligence und Data Mining -- Datenanalyse und Prozessoptimierung am Beispiel Kl{\"a}ranlagen}},
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  • [PDF] J. Mehnen, T. Michelitsch, C. Lasarczyk, and T. Bartz-Beielstein, “Multi-objective evolutionary design of mold temperature control using DACE for parameter optimization,” International journal of applied electromagnetics and mechanics, vol. 25, iss. 1–4, pp. 661-667, 2007.
    [Bibtex]
    @article{MMLB07a,
    Author = {Mehnen, J{\"o}rn and Michelitsch, Thomas and Lasarczyk, Christian and Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:41:52GMT},
    Date-Modified = {2017-01-14 15:27:48 +0000},
    Journal = {International Journal of Applied Electromagnetics and Mechanics},
    Keywords = {bartzPublic, nonfree},
    Number = {1--4},
    Pages = {661--667},
    Rating = {0},
    Title = {{Multi-objective evolutionary design of mold temperature control using DACE for parameter optimization}},
    Url = {http://iospress.metapress.com/content/751K5GG10P79Q501},
    Volume = {25},
    Year = {2007},
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    Bdsk-Url-1 = {http://iospress.metapress.com/content/751K5GG10P79Q501}}
  • [PDF] M. Preuss and T. Bartz-Beielstein, “Sequential Parameter Optimization Applied to Self-Adaptation for Binary-Coded Evolutionary Algorithms,” in Parameter setting in evolutionary algorithms, F. Lobo, C. Lima, and Z. Michalewicz, Eds., Berlin, Heidelberg, New York: Springer, 2007, pp. 91-120.
    [Bibtex]
    @incollection{Preu07a,
    Address = {Berlin, Heidelberg, New York},
    Author = {Preuss, Mike and Bartz-Beielstein, Thomas},
    Booktitle = {Parameter Setting in Evolutionary Algorithms},
    Date-Added = {2015-11-29T01:42:47GMT},
    Date-Modified = {2017-01-14 15:29:30 +0000},
    Editor = {Lobo, Fernando and Lima, Claudio and Michalewicz, Zbigniew},
    Keywords = {bartzPublic, nonfree},
    Pages = {91--120},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Sequential Parameter Optimization Applied to Self-Adaptation for Binary-Coded Evolutionary Algorithms}},
    Year = {2007},
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  • [PDF] H. Westenberger, W. Konen, and T. Bartz-Beielstein, “Computational Intelligence und Data Mining — Business Intelligence an Hochschulen,” FH Köln 2007.
    [Bibtex]
    @techreport{West07a,
    Author = {Westenberger, H and Konen, W and Bartz-Beielstein, T},
    Date-Added = {2015-11-29T01:43:38GMT},
    Date-Modified = {2017-01-14 15:30:48 +0000},
    Institution = {FH K{\"o}ln},
    Keywords = {bartzPublic, free},
    Publisher = {FH K{\"o}ln},
    Rating = {0},
    Title = {{Computational Intelligence und Data Mining -- Business Intelligence an Hochschulen}},
    Year = {2007},
    Bdsk-File-1 = {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}}

2006

  • [PDF] B. Baranski, T. Bartz-Beielstein, R. Ehlers, T. Kajendran, B. Kosslers, J. Mehnen, T. Polazek, R. Reimholz, J. Schmidt, K. Schmitt, D. Seis, R. Slodzinski, S. Steeg, N. Wiemann, and M. Zimmermann, “Advanced strategy representations for the iterated prisoner’s dilemma,” in Proceedings euro xxi conference 2006. 21st european conference on operational research, 2006.
    [Bibtex]
    @inproceedings{Bara06a,
    Annote = {(CD--ROM)},
    Author = {Baranski, Bastian and Bartz-Beielstein, Thomas and Ehlers, R{\"u}diger and Kajendran, Thusithan and Kosslers, Bj{\"o}rn and Mehnen, J{\"o}rn and Polazek, Tomasz and Reimholz, Ralf and Schmidt, Jens and Schmitt, Karlheinz and Seis, Danny and Slodzinski, Rafael and Steeg, Simon and Wiemann, Nils and Zimmermann, Marc},
    Booktitle = {Proceedings EURO XXI Conference 2006. 21st European Conference on Operational Research},
    Date-Added = {2015-11-29T01:38:23GMT},
    Date-Modified = {2017-01-14 14:42:21 +0000},
    Keywords = {bartzPublic, free},
    Rating = {0},
    Title = {{Advanced strategy representations for the iterated prisoner's dilemma}},
    Year = {2006},
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  • [PDF] [DOI] B. Baranski, T. Bartz-Beielstein, R. Ehlers, T. Kajendran, B. Kosslers, J. Mehnen, T. Polazek, R. Reimholz, J. Schmidt, K. Schmitt, D. Seis, R. Slodzinski, S. Steeg, N. Wiemann, and M. Zimmermann, “The impact of group reputation in multiagent environments,” in Proc. 2006 congress on evolutionary computation (cec’06) within fourth ieee world congress on computational intelligence (wcci’06), vancouver bc, Piscataway NJ, 2006, pp. 1224-1231.
    [Bibtex]
    @inproceedings{Bara06b,
    Address = {Piscataway NJ},
    Author = {Baranski, Bastian and Bartz-Beielstein, Thomas and Ehlers, R{\"u}diger and Kajendran, Thusithan and Kosslers, Bj{\"o}rn and Mehnen, J{\"o}rn and Polazek, Tomasz and Reimholz, Ralf and Schmidt, Jens and Schmitt, Karlheinz and Seis, Danny and Slodzinski, Rafael and Steeg, Simon and Wiemann, Nils and Zimmermann, Marc},
    Booktitle = {Proc. 2006 Congress on Evolutionary Computation (CEC'06) within Fourth IEEE World Congress on Computational Intelligence (WCCI'06), Vancouver BC},
    Date-Added = {2015-11-29T01:38:24GMT},
    Date-Modified = {2016-11-13 14:15:01 +0000},
    Doi = {10.1109/CEC.2006.1688449},
    Editor = {Fogel, D B et al},
    Isbn = {0-7803-9487-9},
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    Pages = {1224--1231},
    Publisher = {IEEE Press},
    Rating = {0},
    Read = {Yes},
    Title = {{The impact of group reputation in multiagent environments}},
    Url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=1688449},
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  • [PDF] B. Baranski, T. Bartz-Beielstein, R. Ehlers, T. Kajendran, B. Kosslers, J. Mehnen, T. Polazek, R. Reimholz, J. Schmidt, K. Schmitt, D. Seis, R. Slodzinski, S. Steeg, N. Wiemann, and M. Zimmermann, “High-order punishment and the evolution of cooperation,” in Proc. genetic and evolutionary computation conf. (gecco 2006), seattle wa, New York, 2006, pp. 379-380.
    [Bibtex]
    @inproceedings{Bara06c,
    Address = {New York},
    Author = {Baranski, Bastian and Bartz-Beielstein, Thomas and Ehlers, R{\"u}diger and Kajendran, Thusithan and Kosslers, Bj{\"o}rn and Mehnen, J{\"o}rn and Polazek, Tomasz and Reimholz, Ralf and Schmidt, Jens and Schmitt, Karlheinz and Seis, Danny and Slodzinski, Rafael and Steeg, Simon and Wiemann, Nils and Zimmermann, Marc},
    Booktitle = {Proc. Genetic and Evolutionary Computation Conf. (GECCO 2006), Seattle WA},
    Date-Added = {2015-11-29T01:38:19GMT},
    Date-Modified = {2016-11-13 14:26:07 +0000},
    Editor = {Beyer, Hans-Georg and others},
    Keywords = {bartzPublic},
    Pages = {379--380},
    Publisher = {ACM Press},
    Rating = {0},
    Title = {{High-order punishment and the evolution of cooperation}},
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  • [DOI] T. Bartz-Beielstein, Experimental Research in Evolutionary Computation—The New Experimentalism, Berlin, Heidelberg, New York: Springer, 2006.
    [Bibtex]
    @book{Bart06a,
    Address = {Berlin, Heidelberg, New York},
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:42GMT},
    Date-Modified = {2017-01-14 14:20:48 +0000},
    Doi = {10.1007/3-540-32027-X},
    Groups = {bartzPublic},
    Isbn = {3-540-32026-1},
    Keywords = {bartzPublic, nonfree},
    Publisher = {Springer},
    Rating = {0},
    Series = {Natural Computing Series},
    Title = {{Experimental Research in Evolutionary Computation---The New Experimentalism}},
    Url = {http://dx.doi.org/10.1007/3-540-32027-X},
    Year = {2006},
    Bdsk-Url-1 = {http://dx.doi.org/10.1007/3-540-32027-X}}
  • [PDF] Hans–Paul Schwefel—Festschrift, T. Bartz-Beielstein, G. Jankord, B. Naujoks, and others, Eds., Dortmund, Germany: Dortmund University, Chair of Systems Analysis, 2006.
    [Bibtex]
    @book{Bart06b,
    Address = {Dortmund, Germany},
    Date-Added = {2015-11-29T01:45:10GMT},
    Date-Modified = {2017-01-14 14:43:23 +0000},
    Editor = {Bartz-Beielstein, Thomas and Jankord, Gundel and Naujoks, Boris and others},
    Keywords = {bartzPublic, free},
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    Title = {{Hans--Paul Schwefel---Festschrift}},
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  • [PDF] T. Bartz-Beielstein, “SPOT—A Toolbox for Visionary Ideas,” in Hans–paul schwefel—festschrift, T. Bartz-Beielstein, G. Jankord, B. Naujoks, and others, Eds., Dortmund, Germany: Dortmund University, Chair of Systems Analysis, 2006, pp. 21-26.
    [Bibtex]
    @incollection{Bart06c,
    Address = {Dortmund, Germany},
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {Hans--Paul Schwefel---Festschrift},
    Date-Added = {2015-11-29T01:38:23GMT},
    Date-Modified = {2017-01-14 14:43:33 +0000},
    Editor = {Bartz-Beielstein, Thomas and Jankord, Gundel and Naujoks, Boris and others},
    Keywords = {bartzPublic, free},
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    Title = {{SPOT---A Toolbox for Visionary Ideas}},
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  • [PDF] [DOI] T. Bartz-Beielstein, A. Chmielewski, M. Janas, B. Naujoks, and R. Scheffermann, “Optimizing door assignment in LTL-terminals by evolutionary multiobjective algorithms,” in Proc. 2006 congress on evolutionary computation (cec’06) within fourth ieee world congress on computational intelligence (wcci’06), vancouver bc, Piscataway NJ, 2006, pp. 348-354.
    [Bibtex]
    @inproceedings{Bart06e,
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    Author = {Bartz-Beielstein, Thomas and Chmielewski, Annette and Janas, Michael and Naujoks, Boris and Scheffermann, Robert},
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    Date-Added = {2015-11-29T01:38:39GMT},
    Date-Modified = {2016-11-13 14:12:23 +0000},
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    Editor = {Fogel, D B et al},
    Isbn = {0-7803-9487-9},
    Keywords = {bartzPublic},
    Pages = {348--354},
    Publisher = {IEEE Press},
    Rating = {0},
    Title = {{Optimizing door assignment in LTL-terminals by evolutionary multiobjective algorithms}},
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  • [PDF] T. Bartz-Beielstein, “Neyman-Pearson Theory of Testing and Mayo’s Extensions in Evolutionary Computing (preprint),” 2006.
    [Bibtex]
    @techreport{Bart06g,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:28GMT},
    Date-Modified = {2017-01-14 14:45:02 +0000},
    Keywords = {bartzPublic, free},
    Rating = {0},
    Title = {{Neyman-Pearson Theory of Testing and Mayo's Extensions in Evolutionary Computing} (preprint)},
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    Bdsk-Url-1 = {http://www.error06.econ.vt.edu/bartzerror2006.pdf}}
  • [PDF] [DOI] T. Bartz-Beielstein, M. Preuss, and G. Rudolph, “Investigation of One-Go Evolution Strategy/Quasi-Newton Hybridizations,” in Proceedings third international workshop hybrid metaheuristics (hm’06), Berlin, Heidelberg, New York, 2006, pp. 178-191.
    [Bibtex]
    @inproceedings{Bart06h,
    Address = {Berlin, Heidelberg, New York},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Rudolph, G{\"u}nter},
    Booktitle = {Proceedings Third International Workshop Hybrid Metaheuristics (HM'06)},
    Date-Added = {2015-11-29T01:39:07GMT},
    Date-Modified = {2016-11-13 14:32:29 +0000},
    Doi = {10.1007/11890584_14},
    Editor = {Aguilera, Blesa and others},
    Isbn = {978-3-540-46384-9},
    Keywords = {bartzPublic},
    Pages = {178--191},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Investigation of One-Go Evolution Strategy/Quasi-Newton Hybridizations}},
    Url = {http://dx.doi.org/10.1007/11890584_14},
    Year = {2006},
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    Bdsk-Url-1 = {http://dx.doi.org/10.1007/11890584_14}}
  • [PDF] T. Bartz-Beielstein and M. Preuss, “Moderne Methoden zur experimentellen Analyse evolutionärer Verfahren,” in Proc. 16th workshop computational intelligence, 2006, pp. 25-32.
    [Bibtex]
    @inproceedings{Bart06i,
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Booktitle = {Proc. 16th Workshop Computational Intelligence},
    Date-Added = {2015-11-29T01:39:07GMT},
    Date-Modified = {2017-01-14 14:45:23 +0000},
    Editor = {Mikut, R and Reischl, M},
    Keywords = {bartzPublic, free},
    Pages = {25--32},
    Publisher = {Universit{\"a}tsverlag, Karlsruhe},
    Rating = {0},
    Title = {{Moderne Methoden zur experimentellen Analyse evolution{\"a}rer Verfahren}},
    Year = {2006},
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  • [PDF] T. Bartz-Beielstein and M. Preuss, “Considerations of Budget Allocation for Sequential Parameter Optimization (SPO),” in Workshop on empirical methods for the analysis of algorithms, proceedings, Reykjavik, Iceland, 2006, pp. 35-40.
    [Bibtex]
    @inproceedings{Bart06j,
    Address = {Reykjavik, Iceland},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike},
    Booktitle = {Workshop on Empirical Methods for the Analysis of Algorithms, Proceedings},
    Date-Added = {2015-11-29T01:39:07GMT},
    Date-Modified = {2017-01-14 14:45:36 +0000},
    Editor = {Paquete, L and others},
    Keywords = {bartzPublic, free},
    Pages = {35--40},
    Rating = {0},
    Title = {{Considerations of Budget Allocation for Sequential Parameter Optimization (SPO)}},
    Url = {http://www.imada.sdu.dk/~marco/EMAA/Papers/EMAA06-bartz.pdf},
    Year = {2006},
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  • Modern Supervisory and Optimal Control with Applications in the Control of Passenger Traffic Systems in Buildings, S. Markon, H. Kita, H. Kise, and T. Bartz-Beielstein, Eds., Berlin, Heidelberg, New York: Springer, 2006.
    [Bibtex]
    @book{Mark06a,
    Address = {Berlin, Heidelberg, New York},
    Date-Added = {2015-11-29T01:45:11GMT},
    Date-Modified = {2017-01-14 15:27:16 +0000},
    Editor = {Markon, Sandor and Kita, Hajime and Kise, Hiroshi and Bartz-Beielstein, Thomas},
    Keywords = {bartzPublic, nonfree},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Modern Supervisory and Optimal Control with Applications in the Control of Passenger Traffic Systems in Buildings}},
    Year = {2006},
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  • [PDF] B. Naujoks, D. Quagliarella, and T. Bartz-Beielstein, “Sequential parameter optimisation of evolutionary algorithms for airfoil design,” in Proc. design and optimization: methods and applications, (ercoftac’06), 2006, pp. 231-235.
    [Bibtex]
    @inproceedings{Nauj06a,
    Author = {Naujoks, Boris and Quagliarella, Domenico and Bartz-Beielstein, Thomas},
    Booktitle = {Proc. Design and Optimization: Methods and Applications, (ERCOFTAC'06)},
    Date-Added = {2015-11-29T01:42:11GMT},
    Date-Modified = {2017-01-14 15:28:32 +0000},
    Editor = {Winter, G and others},
    Keywords = {bartzPublic, free},
    Pages = {231--235},
    Publisher = {University of Las Palmas de Gran Canaria},
    Rating = {0},
    Title = {{Sequential parameter optimisation of evolutionary algorithms for airfoil design}},
    Year = {2006},
    Bdsk-File-1 = {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}}

2005

  • [PDF] T. Bartz-Beielstein, “New Experimentalism Applied to Evolutionary Computation,” PhD Thesis, 2005.
    [Bibtex]
    @phdthesis{Bart05a,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:38:39GMT},
    Date-Modified = {2017-01-14 14:42:59 +0000},
    Keywords = {bartzPublic, free},
    Month = apr,
    Publisher = {Universit{\"a}t Dortmund, Germany},
    Rating = {0},
    School = {Universit{\"a}t Dortmund, Germany},
    Title = {{New Experimentalism Applied to Evolutionary Computation}},
    Url = {http://hdl.handle.net/2003/21461},
    Year = {2005},
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    Bdsk-Url-1 = {http://hdl.handle.net/2003/21461}}
  • [PDF] T. Bartz-Beielstein, “Evolution Strategies and Threshold Selection,” in Proceedings second international workshop hybrid metaheuristics (hm’05), Berlin, Heidelberg, New York, 2005, pp. 104-115.
    [Bibtex]
    @inproceedings{Bart05b,
    Address = {Berlin, Heidelberg, New York},
    Author = {Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings Second International Workshop Hybrid Metaheuristics (HM'05)},
    Date-Added = {2015-11-29T01:38:24GMT},
    Date-Modified = {2016-11-13 15:54:46 +0000},
    Editor = {Blesa Aguilera, M J and Blum, C and Roli, A and Sampels, M},
    Keywords = {bartzPublic},
    Pages = {104--115},
    Publisher = {Springer},
    Rating = {0},
    Read = {Yes},
    Title = {{Evolution Strategies and Threshold Selection}},
    Year = {2005},
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  • [PDF] T. Bartz-Beielstein, D. Blum, and J. Branke, “Particle Swarm Optimization and Sequential Sampling in Noisy Environments,” in Proceedings 6th metaheuristics international conference (mic2005), Vienna, Austria, 2005, pp. 89-94.
    [Bibtex]
    @inproceedings{BBB05,
    Address = {Vienna, Austria},
    Author = {Bartz-Beielstein, Thomas and Blum, Daniel and Branke, J{\"u}rgen},
    Booktitle = {Proceedings 6th Metaheuristics International Conference (MIC2005)},
    Date-Added = {2015-11-29T01:38:43GMT},
    Date-Modified = {2017-01-14 15:11:12 +0000},
    Editor = {Hartl, Richard and Doerner, Karl},
    Keywords = {bartzPublic, free},
    Pages = {89--94},
    Rating = {0},
    Title = {{Particle Swarm Optimization and Sequential Sampling in Noisy Environments}},
    Year = {2005},
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  • [PDF] [DOI] T. Bartz-Beielstein, C. Lasarczyk, and M. Preuss, “Sequential Parameter Optimization,” in Proceedings 2005 congress on evolutionary computation (cec’05), edinburgh, scotland, Piscataway NJ, 2005, pp. 773-780.
    [Bibtex]
    @inproceedings{BLP05,
    Abstract = {Sequential parameter optimization is a heuristic that combines classical and modern statistical techniques to improve the performance of search algorithms. To demonstrate its flexibility, three scenarios are discussed: (1) no experience how to choose...},
    Address = {Piscataway NJ},
    Author = {Bartz-Beielstein, Thomas and Lasarczyk, Christian and Preuss, Mike},
    Booktitle = {Proceedings 2005 Congress on Evolutionary Computation (CEC'05), Edinburgh, Scotland},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2017-02-11 16:13:28 +0000},
    Doi = {http://dx.doi.org/10.1109/CEC.2005.1554761},
    Editor = {McKay, B and others},
    Isbn = {0-7803-9363-5},
    Issn = {1089-778X},
    Keywords = {bartzPublic, Bart16n, Bart16e, free, hein17a, frie17a},
    Language = {English},
    Pages = {773--780},
    Publisher = {IEEE Press},
    Rating = {0},
    Read = {Yes},
    Title = {{Sequential Parameter Optimization}},
    Year = {2005},
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  • [PDF] [DOI] T. Bartz-Beielstein, M. Preuss, and S. Markon, “Validation and optimization of an elevator simulation model with modern search heuristics,” in Metaheuristics: progress as real problem solvers, T. Ibaraki, K. Nonobe, and M. Yagiura, Eds., Berlin, Heidelberg, New York: Springer, 2005, pp. 109-128.
    [Bibtex]
    @incollection{BPM05,
    Address = {Berlin, Heidelberg, New York},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Markon, Sandor},
    Booktitle = {Metaheuristics: Progress as Real Problem Solvers},
    Date-Added = {2015-11-29T01:39:03GMT},
    Date-Modified = {2017-01-14 15:13:12 +0000},
    Doi = {10.1007/0-387-25383-1_5},
    Editor = {Ibaraki, T and Nonobe, K and Yagiura, M},
    Isbn = {0-387-25382-3},
    Keywords = {bartzPublic, free},
    Pages = {109--128},
    Publisher = {Springer},
    Rating = {0},
    Title = {{Validation and optimization of an elevator simulation model with modern search heuristics}},
    Url = {http://dx.doi.org/10.1007/0-387-25383-1_5},
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  • J. Mehnen, T. Michelitsch, C. W. G. Lasarczyk, and T. Bartz-Beielstein, “Multiobjective Evolutionary Design of Mold Temperature Control using DACE for Parameter Optimization,” in Proceedings twelfth international symposium interdisciplinary electromagnetics, mechanics, and biomedical problems (isem 2005), Vienna, Austria, 2005, pp. 464-465.
    [Bibtex]
    @inproceedings{Mehn05a,
    Address = {Vienna, Austria},
    Author = {Mehnen, J{\"o}rn and Michelitsch, Thomas and Lasarczyk, Christian W G and Bartz-Beielstein, Thomas},
    Booktitle = {Proceedings Twelfth International Symposium Interdisciplinary Electromagnetics, Mechanics, and Biomedical Problems (ISEM 2005)},
    Date-Added = {2015-11-29T01:41:50GMT},
    Date-Modified = {2017-01-14 15:27:26 +0000},
    Editor = {Pf{\"u}tzner, H and Leiss, E},
    Keywords = {bartzPublic, nonfree},
    Pages = {464--465},
    Publisher = {Vienna Magnetics Group Reports},
    Rating = {0},
    Title = {{Multiobjective Evolutionary Design of Mold Temperature Control using DACE for Parameter Optimization}},
    Year = {2005}}

2004

  • [PDF] T. Bartz-Beielstein, K. Schmitt, J. Mehnen, B. Naujoks, and D. Zibold, “KEA—A Software Package for Development, Analysis, and Application of Multiple Objective Evolutionary Algorithms,” Universität Dortmund, Germany, CI-185/04, 2004.
    [Bibtex]
    @techreport{BSMN04,
    Author = {Bartz-Beielstein, Thomas and Schmitt, Karlheinz and Mehnen, J{\"o}rn and Naujoks, Boris and Zibold, Dmytro},
    Date-Added = {2015-11-29T01:39:18GMT},
    Date-Modified = {2017-01-14 15:19:38 +0000},
    Institution = {Universit{\"a}t Dortmund, Germany},
    Keywords = {bartzPublic, free},
    Month = nov,
    Number = {CI-185/04},
    Rating = {0},
    Title = {{KEA---A Software Package for Development, Analysis, and Application of Multiple Objective Evolutionary Algorithms}},
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  • [PDF] T. Bartz-Beielstein, M. de Vegt, K. E. Parsopoulos, and M. N. Vrahatis, “Designing Particle Swarm Optimization with Regression Trees,” 2004.
    [Bibtex]
    @techreport{BVPV04,
    Author = {Bartz-Beielstein, Thomas and de Vegt, Marcel and Parsopoulos, Konstantinos E and Vrahatis, Michael N},
    Date-Added = {2015-11-29T01:39:18GMT},
    Date-Modified = {2016-11-15 13:21:23 +0000},
    Keywords = {bartzPublic, free},
    Month = Mai,
    Publisher = {Universit{\"a}t Dortmund, Germany},
    Rating = {0},
    Title = {{Designing Particle Swarm Optimization with Regression Trees}},
    Url = {http://hdl.handle.net/2003/5469},
    Year = {2004},
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  • [PDF] T. Bartz-Beielstein and B. Naujoks, “Tuning Multicriteria Evolutionary Algorithms for Airfoil Design Optimization,” Universität Dortmund, Germany, CI-159/04, 2004.
    [Bibtex]
    @techreport{BaNa04,
    Author = {Bartz-Beielstein, Thomas and Naujoks, Boris},
    Date-Added = {2015-11-29T01:38:58GMT},
    Date-Modified = {2017-01-14 12:49:20 +0000},
    Institution = {Universit{\"a}t Dortmund, Germany},
    Keywords = {bartzPublic, free},
    Month = feb,
    Number = {CI-159/04},
    Rating = {0},
    Title = {{Tuning Multicriteria Evolutionary Algorithms for Airfoil Design Optimization}},
    Year = {2004},
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  • [PDF] [DOI] T. Bartz-Beielstein and S. Markon, “Tuning Search Algorithms for Real-World Applications: A Regression Tree Based Approach,” in Proceedings 2004 congress on evolutionary computation (cec’04), portland or, Piscataway NJ, 2004, pp. 1111-1118.
    [Bibtex]
    @inproceedings{BaBM04,
    Address = {Piscataway NJ},
    Author = {Bartz-Beielstein, Thomas and Markon, Sandor},
    Booktitle = {Proceedings 2004 Congress on Evolutionary Computation (CEC'04), Portland OR},
    Date-Added = {2015-11-29T01:38:58GMT},
    Date-Modified = {2016-11-15 13:12:25 +0000},
    Doi = {10.1109/CEC.2004.1330986},
    Editor = {Greenwood, G W},
    Isbn = {0-7803-8515-2},
    Keywords = {bartzPublic},
    Pages = {1111--1118},
    Publisher = {IEEE},
    Rating = {0},
    Title = {{Tuning Search Algorithms for Real-World Applications: A Regression Tree Based Approach}},
    Url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=1330986},
    Year = {2004},
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  • [PDF] T. Bartz-Beielstein, K. E. Parsopoulos, and M. N. Vrahatis, “Analysis of Particle Swarm Optimization Using Computational Statistics,” in Proceedings international conference numerical analysis and applied mathematics (icnaam), Weinheim, Germany, 2004, pp. 34-37.
    [Bibtex]
    @inproceedings{BPV04,
    Address = {Weinheim, Germany},
    Author = {Bartz-Beielstein, Thomas and Parsopoulos, Konstantinos E and Vrahatis, Michael N},
    Booktitle = {Proceedings International Conference Numerical Analysis and Applied Mathematics (ICNAAM)},
    Date-Added = {2015-11-29T01:39:02GMT},
    Date-Modified = {2016-11-15 13:17:44 +0000},
    Editor = {Simos, T E and Tsitouras, Ch},
    Keywords = {bartzPublic},
    Pages = {34--37},
    Publisher = {Wiley-VCH},
    Rating = {0},
    Title = {{Analysis of Particle Swarm Optimization Using Computational Statistics}},
    Year = {2004},
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  • [PDF] T. Bartz-Beielstein, K. E. Parsopoulos, and M. N. Vrahatis, “Design and analysis of optimization algorithms using computational statistics,” Applied numerical analysis and computational mathematics (anacm), vol. 1, iss. 2, pp. 413-433, 2004.
    [Bibtex]
    @article{BPV04b,
    Author = {Bartz-Beielstein, Thomas and Parsopoulos, Konstantinos E and Vrahatis, Michael N},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2016-11-15 13:08:58 +0000},
    Groups = {bart16n},
    Journal = {Applied Numerical Analysis and Computational Mathematics (ANACM)},
    Keywords = {Bart16n, bartzPublic},
    Number = {2},
    Pages = {413--433},
    Rating = {0},
    Title = {{Design and analysis of optimization algorithms using computational statistics}},
    Volume = {1},
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  • [PDF] J. Mehnen, T. Michelitsch, T. Bartz-Beielstein, and N. Henkenjohann, “Systematic analyses of multi-objective evolutionary algorithms applied to real-world problems using statistical design of experiments,” in Proceedings fourth international seminar intelligent computation in manufacturing engineering, Naples, Italy, 2004, pp. 171-178.
    [Bibtex]
    @inproceedings{MMBH04,
    Address = {Naples, Italy},
    Author = {Mehnen, J{\"o}rn and Michelitsch, Thomas and Bartz-Beielstein, Thomas and Henkenjohann, Nadine},
    Booktitle = {Proceedings Fourth International Seminar Intelligent Computation in Manufacturing Engineering},
    Date-Added = {2015-11-29T01:41:44GMT},
    Date-Modified = {2016-11-15 13:24:35 +0000},
    Editor = {Teti, R},
    Keywords = {bartzPublic, free},
    Pages = {171--178},
    Publisher = {CIRP ICME'04},
    Rating = {0},
    Title = {{Systematic analyses of multi-objective evolutionary algorithms applied to real-world problems using statistical design of experiments}},
    Year = {2004},
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  • [DOI] J. Mehnen, T. Michelitsch, T. Bartz-Beielstein, and K. Schmitt, “Evolutionary Optimization of Mould Temperature Control Strategies: Encoding and Solving the Multiobjective Problem with Standard Evolution Strategy and Kit for Evolutionary Algorithms,” Journal of engineering manufacture (jem), vol. 218, iss. B6, pp. 657-665, 2004.
    [Bibtex]
    @article{MMBS04,
    Author = {Mehnen, J{\"o}rn and Michelitsch, Thomas and Bartz-Beielstein, Thomas and Schmitt, Karlheinz},
    Date-Added = {2015-11-29T01:41:48GMT},
    Date-Modified = {2016-11-15 13:20:51 +0000},
    Doi = {10.1243/0954405041167130},
    Journal = {Journal of Engineering Manufacture (JEM)},
    Keywords = {bartzPublic, nonfree},
    Number = {B6},
    Pages = {657--665},
    Rating = {0},
    Title = {{Evolutionary Optimization of Mould Temperature Control Strategies: Encoding and Solving the Multiobjective Problem with Standard Evolution Strategy and Kit for Evolutionary Algorithms}},
    Url = {http://pib.sagepub.com/content/218/6/657.full.pdf},
    Volume = {218},
    Year = {2004},
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  • K. Weinert, J. Mehnen, T. Michelitsch, K. Schmitt, and T. Bartz-Beielstein, “A Multiobjective Approach to Optimize Temperature Control Systems of Molding Tools,” Production engineering research and development, annals of the german academic society for production engineering, vol. XI, iss. 1, pp. 77-80, 2004.
    [Bibtex]
    @article{WMMS04,
    Author = {Weinert, Klaus and Mehnen, J{\"o}rn and Michelitsch, Thomas and Schmitt, Karlheinz and Bartz-Beielstein, Thomas},
    Date-Added = {2015-11-29T01:43:27GMT},
    Date-Modified = {2017-01-14 15:30:58 +0000},
    Journal = {Production Engineering Research and Development, Annals of the German Academic Society for Production Engineering},
    Keywords = {bartzPublic, nonfree},
    Number = {1},
    Pages = {77--80},
    Rating = {0},
    Title = {{A Multiobjective Approach to Optimize Temperature Control Systems of Molding Tools}},
    Volume = {XI},
    Year = {2004}}

2003

  • [DOI] T. Bartz-Beielstein, J. Mehnen, K. Schmitt, K. E. Parsopoulos, and M. N. Vrahatis, “Particle Swarm Optimizers for Pareto Optimization with Enhanced Archiving Techniques,” in Proceedings 2003 congress on evolutionary computation (cec’03), canberra, Piscataway NJ, 2003, pp. 1780-1787.
    [Bibtex]
    @inproceedings{BLMS03b,
    Abstract = {During the last decade, numerous heuristic search methods for solving multi-objective optimization problems have been developed. Population oriented approaches such as evolutionary algorithms and particle swarm optimization can be distinguished into the class of archive-based algorithms and algorithms without archive. While the latter may lose the best solutions found so far, archive based algorithms keep track of these solutions. In this article, a new particle swarm optimization technique, called DOPS, for multi-objective optimization problems is proposed. DOPS integrates well-known archiving techniques from evolutionary algorithms into particle swarm optimization. Modifications and extensions of the archiving techniques are empirically analyzed and several test functions are used to illustrate the usability of the proposed approach. A statistical analysis of the obtained results is presented. The article concludes with a discussion of the obtained results as well as ideas for further research.},
    Address = {Piscataway NJ},
    Author = {Bartz-Beielstein, Thomas and Mehnen, J{\"o}rn and Schmitt, Karlheinz and Parsopoulos, Konstantinos E and Vrahatis, Michael N},
    Booktitle = {Proceedings 2003 Congress on Evolutionary Computation (CEC'03), Canberra},
    Date-Added = {2015-11-29T01:38:58GMT},
    Date-Modified = {2016-11-15 13:33:56 +0000},
    Doi = {10.1109/CEC.2003.1299888},
    Editor = {Sarker, R and others},
    Isbn = {0-7803-7804-0},
    Keywords = {bartzPublic, free},
    Month = {Dec},
    Pages = {1780--1787},
    Publisher = {IEEE},
    Rating = {0},
    Title = {{Particle Swarm Optimizers for Pareto Optimization with Enhanced Archiving Techniques}},
    Url = {http://dx.doi.org/10.1109/CEC.2003.1299888},
    Volume = {3},
    Year = {2003},
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    Bdsk-Url-1 = {http://dx.doi.org/10.1109/CEC.2003.1299888}}
  • [PDF] T. Bartz-Beielstein, M. Preuss, and S. Markon, “Validation and optimization of an elevator simulation model with modern search heuristics,” Universität Dortmund, Germany 2003.
    [Bibtex]
    @techreport{BPM03,
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Markon, Sandor},
    Date-Added = {2015-11-29T01:39:07GMT},
    Date-Modified = {2016-11-15 13:27:32 +0000},
    Institution = {Universit{\"a}t Dortmund, Germany},
    Keywords = {bartzPublic, free},
    Month = 12,
    Rating = {0},
    Title = {{Validation and optimization of an elevator simulation model with modern search heuristics}},
    Year = {2003},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein, “Experimental Analysis of Evolution Strategies—Overview and Comprehensive Introduction,” University Dortmund, Reihe {CI}. {SFB} 531 157/03, 2003.
    [Bibtex]
    @techreport{Bar03,
    Author = {Bartz-Beielstein, Thomas},
    Date-Added = {2016-10-30 11:44:52 +0000},
    Date-Modified = {2016-11-15 13:29:45 +0000},
    Institution = {University Dortmund},
    Keywords = {bartzPublic, Bart16n, free},
    Month = nov,
    Number = {157/03},
    Rating = {0},
    Title = {{Experimental Analysis of Evolution Strategies---Overview and Comprehensive Introduction}},
    Type = {Reihe {CI}. {SFB} 531},
    Year = {2003},
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  • [PDF] T. Beielstein, M. Preuss, and S. Markon, “A Parallel Approach to Elevator Optimization,” Technische Universität Dortmund 2003.
    [Bibtex]
    @techreport{Beie03d,
    Author = {Beielstein, Thomas and Preuss, Mike and Markon, Sandor},
    Date-Added = {2015-11-29T01:39:36GMT},
    Date-Modified = {2017-01-14 16:06:47 +0000},
    Institution = {Technische Universit\"at Dortmund},
    Keywords = {bartzPublic, free},
    Month = nov,
    Publisher = {Universit{\"a}t Dortmund, Germany},
    Rating = {0},
    Title = {{A Parallel Approach to Elevator Optimization}},
    Year = {2003},
    Bdsk-File-1 = {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}}
  • T. Bartz-Beielstein, M. Preuss, and A. Reinholz, “Evolutionary algorithms for optimization practitioners (Tutorial),” in Proceedings 5th metaheuristics international conference (mic’03) kyoto, japan, 2003.
    [Bibtex]
    @inproceedings{BPR03lecD,
    Annote = {http://ls11-www.cs.uni-dortmund.de/people/tom. 3 September 2003},
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Reinholz, Andreas},
    Booktitle = {Proceedings 5th Metaheuristics International Conference (MIC'03) Kyoto, Japan},
    Date-Added = {2016-06-02T20:19:47GMT},
    Date-Modified = {2017-01-14 15:13:38 +0000},
    Keywords = {bartzPublic, tutorial, BartzTutorial, free},
    Month = 8,
    Rating = {0},
    Title = {{Evolutionary algorithms for optimization practitioners (Tutorial)}},
    Year = {2003}}
  • [PDF] T. Bartz-Beielstein, P. Limbourg, J. Mehnen, K. Schmitt, K. E. Parsopoulos, and M. N. Vrahatis, “Particle Swarm Optimizers for Pareto Optimization with Enhanced Archiving Techniques – Preprint,” Universität Dortmund, Germany 2003.
    [Bibtex]
    @techreport{BLMS03,
    Author = {Bartz-Beielstein, Thomas and Limbourg, Philip and Mehnen, J{\"o}rn and Schmitt, Karlheinz and Parsopoulos, Kostas E and Vrahatis, Michael N},
    Date-Added = {2015-11-29T01:38:59GMT},
    Date-Modified = {2016-11-15 13:34:54 +0000},
    Institution = {Universit{\"a}t Dortmund, Germany},
    Keywords = {bartzPublic, free},
    Month = 7,
    Rating = {0},
    Title = {{Particle Swarm Optimizers for Pareto Optimization with Enhanced Archiving Techniques - Preprint}},
    Year = {2003},
    Bdsk-File-1 = {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}}
  • [PDF] T. Bartz-Beielstein, M. Preuss, and A. Reinholz, “Evolutionary algorithms for optimization practitioners,” Universität Dortmund, Germany 2003.
    [Bibtex]
    @techreport{BPR03,
    Author = {Bartz-Beielstein, Thomas and Preuss, Mike and Reinholz, Andreas},
    Date-Added = {2015-11-29T01:39:07GMT},
    Date-Modified = {2016-11-15 13:26:47 +0000},
    Institution = {Universit{\"a}t Dortmund, Germany},
    Keywords = {bartzPublic, free},
    Month = 7,
    Rating = {0},
    Title = {{Evolutionary algorithms for optimization practitioners}},
    Year = {2003},
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  • [PDF] [DOI] T. Beielstein, “Tuning Evolutionary Algorithms—Overview and Comprehensive Introduction,” Technische Universität Dortmund 2003.
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    Date-Added = {2015-11-29T01:39:31GMT},
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  • [PDF] T. Beielstein, M. Preu, and S. Markon, “Algorithm based validation of a simplified elevator group controller model,” Technische Universität Dortmund 2003.
    [Bibtex]
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    Author = {Beielstein, T and Preu, M and Markon, S},
    Date-Added = {2015-11-29T01:39:35GMT},
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    Institution = {Technische Universit\"at Dortmund},
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    Title = {{Algorithm based validation of a simplified elevator group controller model}},
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  • [PDF] T. Beielstein, C. Ewald, and S. Markon, “Optimal Elevator Group Control by Evolution Strategies,” in Proceedings genetic and evolutionary computation conf.\textasciitilde(gecco\textasciitilde2003), chicago il, part ii, Berlin, Heidelberg, New York, 2003, pp. 1963-1974.
    [Bibtex]
    @inproceedings{BEM03,
    Address = {Berlin, Heidelberg, New York},
    Author = {Beielstein, Thomas and Ewald, Claus--Peter and Markon, Sandor},
    Booktitle = {Proceedings Genetic and Evolutionary Computation Conf.{\textasciitilde}(GECCO{\textasciitilde}2003), Chicago IL, Part II},
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    Date-Modified = {2017-01-14 15:50:13 +0000},
    Editor = {u-Paz, E Cant and others},
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    Pages = {1963--1974},
    Publisher = {Springer},
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    Title = {{Optimal Elevator Group Control by Evolution Strategies}},
    Uri = {\url{papers3://publication/uuid/922A739E-46B1-4BB9-B492-23BB70C8CF09}},
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  • [PDF] T. Beielstein, S. Markon, and M. Preuss, “A Parallel Approach to Elevator Optimization Based on Soft Computing,” in Proceedings 5th metaheuristics international conference (mic’03), Kyoto, Japan, 2003, p. 07/1–07/11 (CD–ROM).
    [Bibtex]
    @inproceedings{BMP03,
    Address = {Kyoto, Japan},
    Author = {Beielstein, Thomas and Markon, Sandor and Preuss, Mike},
    Booktitle = {Proceedings 5th Metaheuristics International Conference (MIC'03)},
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    Editor = {Ibaraki, T},
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    Title = {{A Parallel Approach to Elevator Optimization Based on Soft Computing}},
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  • [PDF] T. Bartz-Beielstein, S. Markon, and M. Preuss, “Algorithm Based Validation of a Simplified Elevator Group Controller Model,” in Proceedings 5th metaheuristics international conference (mic’03), Kyoto, Japan, 2003, p. 06/1–06/13 (CD–ROM).
    [Bibtex]
    @inproceedings{BMP03b,
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    Author = {Bartz-Beielstein, Thomas and Markon, Sandor and Preuss, Mike},
    Booktitle = {Proceedings 5th Metaheuristics International Conference (MIC'03)},
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  • [DOI] T. Beielstein, J. Mehnen, L. Schönemann, H. Schwefel, T. Surmann, K. Weinert, and D. Wiesmann, “Design of evolutionary algorithms and applications in surface re\-con\-struc\-tion,” in Advances in computational intelligence—theory and practice, H. P. Schwefel, I. Wegener, and K. Weinert, Eds., Berlin, Heidelberg, New York: Springer, 2003, pp. 145-193.
    [Bibtex]
    @incollection{BMSS03,
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    Author = {Beielstein, Thomas and Mehnen, J{\"o}rn and Sch{\"o}nemann, Lutz and Schwefel, Hans--Paul and Surmann, Tobias and Weinert, Klaus and Wiesmann, Dirk},
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2002

  • [DOI] T. Beielstein, J. Dienstuhl, C. Feist, and M. Pompl, “Circuit Design Using Evolutionary Algorithms,” in Proceedings\textasciitilde2002 congress on evolutionary computation (cec’02) within third ieee world congress on computational intelligence (wcci’02), honolulu hi, Piscataway NJ, 2002, pp. 1904-1909.
    [Bibtex]
    @inproceedings{BDFP02,
    Address = {Piscataway NJ},
    Author = {Beielstein, Thomas and Dienstuhl, Jan and Feist, Christian and Pompl, Marc},
    Booktitle = {Proceedings{\textasciitilde}2002 Congress on Evolutionary Computation (CEC'02) Within Third IEEE World Congress on Computational Intelligence (WCCI'02), Honolulu HI},
    Date-Added = {2015-11-29T01:39:37GMT},
    Date-Modified = {2017-01-14 15:48:52 +0000},
    Doi = {10.1109/CEC.2002.1004534},
    Editor = {Fogel, D B and others},
    Isbn = {0-7803-7282-4},
    Keywords = {bartzPublic, nonfree},
    Pages = {1904--1909},
    Publisher = {IEEE},
    Rating = {0},
    Title = {{Circuit Design Using Evolutionary Algorithms}},
    Uri = {\url{papers3://publication/doi/10.1109/CEC.2002.1004534}},
    Url = {http://dx.doi.org/10.1109/CEC.2002.1004534},
    Year = {2002},
    Bdsk-Url-1 = {http://dx.doi.org/10.1109/CEC.2002.1004534}}
  • [DOI] T. Beielstein and S. Markon, “Threshold Selection, Hypothesis Tests, and DOE Methods,” in Proceedings\textasciitilde2002 congress on evolutionary computation (cec’02) within third ieee world congress on computational intelligence (wcci’02), honolulu hi, Piscataway NJ, 2002, pp. 777-782.
    [Bibtex]
    @inproceedings{BeMa02,
    Address = {Piscataway NJ},
    Author = {Beielstein, Thomas and Markon, Sandor},
    Booktitle = {Proceedings{\textasciitilde}2002 Congress on Evolutionary Computation (CEC'02) Within Third IEEE World Congress on Computational Intelligence (WCCI'02), Honolulu HI},
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    Date-Modified = {2017-01-14 16:03:45 +0000},
    Doi = {10.1109/CEC.2002.1007024},
    Editor = {Fogel, D B and others},
    Isbn = {0-7803-7282-4},
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    Pages = {777--782},
    Publisher = {IEEE},
    Rating = {0},
    Title = {{Threshold Selection, Hypothesis Tests, and DOE Methods}},
    Uri = {\url{papers3://publication/doi/10.1109/CEC.2002.1007024}},
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    Year = {2002},
    Bdsk-Url-1 = {http://dx.doi.org/10.1109/CEC.2002.1007024}}
  • [PDF] T. Beielstein, K. E. Parsopoulos, and M. N. Vrahatis, “Tuning PSO parameters through sensitivity analysis,” 2002.
    [Bibtex]
    @techreport{BPV02,
    Author = {Beielstein, Thomas and Parsopoulos, Konstantinos E and Vrahatis, Michael N},
    Date-Added = {2015-11-29T01:39:36GMT},
    Date-Modified = {2017-01-14 15:53:58 +0000},
    Keywords = {bartzPublic, free},
    Month = jan,
    Publisher = {Universit{\"a}t Dortmund, Germany},
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    Title = {{Tuning PSO parameters through sensitivity analysis}},
    Url = {http://hdl.handle.net/2003/5420},
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2001

  • [PDF] T. Bartz-Beielstein and others, “Collaborative Research Center 531. Design and Management of Complex Technical Processes and Systems by Means of Computational Intelligence Methods (Poster),” , 2001.
    [Bibtex]
    @webpage{Beie01a,
    Author = {Bartz-Beielstein, Thomas and {others}},
    Date-Added = {2015-11-29T01:39:03GMT},
    Date-Modified = {2016-11-15 13:56:29 +0000},
    Keywords = {bartzPublic, free},
    Month = sep,
    Rating = {0},
    Title = {{Collaborative Research Center 531. Design and Management of Complex Technical Processes and Systems by Means of Computational Intelligence Methods (Poster)}},
    Url = {http://www.cec.uchile.cl/~wsc6/},
    Year = {2001},
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    Bdsk-Url-1 = {http://www.cec.uchile.cl/~wsc6/}}
  • [PDF] T. Beielstein, J. Dienstuhl, C. Feist, and M. Pompl, “Circuit Design Using Evolutionary Algorithms,” Technische Universität Dortmund 2001.
    [Bibtex]
    @techreport{BDFP01,
    Author = {Beielstein, Thomas and Dienstuhl, Jan and Feist, Christian and Pompl, Marc},
    Date-Added = {2015-11-29T01:39:35GMT},
    Date-Modified = {2017-01-14 15:48:37 +0000},
    Institution = {Technische Universit\"at Dortmund},
    Keywords = {bartzPublic, free},
    Month = Dezember,
    Publisher = {Universit{\"a}t Dortmund, Germany},
    Rating = {0},
    Title = {{Circuit Design Using Evolutionary Algorithms}},
    Year = {2001},
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  • [PDF] T. Beielstein and S. Markon, “Threshold Selection, Hypothesis Tests, and DOE Methods,” Technische Universität Dortmund 2001.
    [Bibtex]
    @techreport{BeMa01,
    Abstract = {Threshold selection - a selection mechanism for noisy evolutionary algorithms - is put into the broader context of hypothesis testing. Theoretical results are presented and applied to a simple model of stochastic search and to a simplified elevator simulator. Design of experiments methods are used to validate the significance of the results.},
    Author = {Beielstein, Thomas and Markon, Sandor},
    Date-Added = {2015-11-29T01:39:36GMT},
    Date-Modified = {2017-01-14 16:03:20 +0000},
    Institution = {Technische Universit\"at Dortmund},
    Keywords = {bartzPublic, free},
    Month = Dezember,
    Publisher = {Universit{\"a}t Dortmund, Germany},
    Rating = {0},
    Title = {{Threshold Selection, Hypothesis Tests, and DOE Methods}},
    Url = {http://hdl.handle.net/2003/5417 http://hdl.handle.net/2003/5417 http://hdl.handle.net/2003/5417 http://hdl.handle.net/2003/5417},
    Year = {2001},
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    Bdsk-Url-1 = {http://hdl.handle.net/2003/5417%20http://hdl.handle.net/2003/5417%20http://hdl.handle.net/2003/5417%20http://hdl.handle.net/2003/5417}}
  • [DOI] S. Markon, D. V. Arnold, T. Bäck, T. Beielstein, and H. Beyer, “Thresholding—A selection operator for noisy ES,” in Proceedings 2001 congress on evolutionary computation (cec’01), seoul, Piscataway NJ, 2001, pp. 465-472.
    [Bibtex]
    @inproceedings{MABB01,
    Abstract = {The starting point for the analysis and experiments presented in this paper is a simplified elevator control problem, called `S-ring'. As in many other real-world optimization problems, the exact fitness function evaluation is disturbed by noise. Evolution strategies (ES) can generally cope with noisy fitness function values. It has been proposed that the `plus'-strategy can find better solutions by keeping over-valued function values, thus preventing inferior offspring with fitness inflated by noise from being accepted. The `plus'-strategy builds an implicit barrier around the current best population. We propose to make this barrier building process explicit and to employ a threshold value $\tau$ to be used in a selection operator for noisy fitness functions. `Thresholding' accepts a new individual if its apparent fitness is better than that of the parent by at least the margin $\tau$. First analytical investigations and empirical results from tests on the sphere-model and `S-ring' are presented},
    Address = {Piscataway NJ},
    Author = {Markon, Sandor and Arnold, Dirk V and B{\"a}ck, Thomas and Beielstein, Thomas and Beyer, Hans-Georg},
    Booktitle = {Proceedings 2001 Congress on Evolutionary Computation (CEC'01), Seoul},
    Date-Added = {2015-11-29T01:41:49GMT},
    Date-Modified = {2017-01-14 16:11:45 +0000},
    Doi = {10.1109/CEC.2001.934428},
    Editor = {Kim, J H and Zhang, B T and Fogel, G and Kuscu, I},
    Isbn = {0-7803-6657-3},
    Keywords = {bartzPublic, nonfree},
    Pages = {465--472},
    Publisher = {IEEE},
    Rating = {0},
    Title = {{Thresholding---A selection operator for noisy ES}},
    Url = {http://dx.doi.org/10.1109/CEC.2001.934428},
    Year = {2001},
    Bdsk-Url-1 = {http://dx.doi.org/10.1109/CEC.2001.934428}}

2000

  • [PDF] H. F. Wedde and T. Beielstein, “Informatik an einer Waldorfschule: Ziele, Erfahrungen, Perspektiven,” Erziehungskunst, vol. 6, pp. 678-687, 2000.
    [Bibtex]
    @article{Wedd00a,
    Author = {Wedde, Horst F and Beielstein, Thomas},
    Date-Added = {2015-11-29T01:43:28GMT},
    Date-Modified = {2017-01-14 16:12:58 +0000},
    Journal = {Erziehungskunst},
    Keywords = {bartzPublic, free},
    Month = jun,
    Pages = {678--687},
    Rating = {0},
    Title = {{Informatik an einer Waldorfschule: Ziele, Erfahrungen, Perspektiven}},
    Volume = {6},
    Year = {2000},
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1995

  • [PDF] T. Bäck, T. Beielstein, B. Naujoks, and J. Heistermann, “Evolutionary Algorithms for the Optimization of Simulation Models using PVM,” in Second european pvm users’ group meeting (europvm’95), Paris, France, 1995, pp. 277-282.
    [Bibtex]
    @inproceedings{BBNH95,
    Abstract = {Simulation models usually share some specific characteristics that make the automatic optimization of their input parameters an extremely difficult task. Evolutionary algorithms--- search and optimization methods gleaned from the model of organic evolution--- are applicable to this problem and known to be able to yield good solutions for many difficult practical optimization problems. The paper presents a parallel, steady-state evolutionary algorithm which exploits the available parallel machine configuration in an optimal manner. The algorithm is implemented under PVM and runs in a LAN of SUN SPARC workstations. The basic algorithm is applicable to arbitrary simulation models, and only the individual structure and the genetic operators must be specified for a particular application. As an application example, the problem of optimizing pressurized water reactor core reload designs is briefly discussed and first experimental results are presented.},
    Address = {Paris, France},
    Author = {B{\"a}ck, Thomas and Beielstein, Thomas and Naujoks, Boris and Heistermann, Jochen},
    Booktitle = {Second European PVM Users' Group Meeting (EuroPVM'95)},
    Date-Added = {2015-11-29T01:38:05GMT},
    Date-Modified = {2017-01-14 15:46:35 +0000},
    Editor = {Dongarra, J and Gengler, M and Tourancheau, B and Vigouroux, X},
    File = {{95BB0424-0466-4F35-BF2D-A9BBF110958E.pdf:/Users/bartz/Library/Mobile Documents/com~apple~CloudDocs/Papers3.d/Papers Library/Files/95/95BB0424-0466-4F35-BF2D-A9BBF110958E.pdf:application/pdf}},
    Keywords = {bartzPublic, free},
    Pages = {277--282},
    Publisher = {Herm{\`e}s},
    Rating = {0},
    Title = {{Evolutionary Algorithms for the Optimization of Simulation Models using PVM}},
    Uri = {\url{papers3://publication/uuid/0BBA13E5-45C6-43F3-BA4B-BEBDD8936D07}},
    Year = {1995},
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  • M. Höhfeld, J. Heistermann, C. Kappler, H. Rosé, T. Bäck, T. Beielstein, and B. Naujoks, “Anwendungen evolutionärer Algorithmen,” in Statusseminar des bmbf: bioinformatik, Berlin, Germany, 1995, pp. 281-292.
    [Bibtex]
    @inproceedings{HHKR95,
    Address = {Berlin, Germany},
    Author = {H{\"o}hfeld, Markus and Heistermann, Jochen and Kappler, Cornelia and Ros{\'e}, Helge and B{\"a}ck, Thomas and Beielstein, Thomas and Naujoks, Boris},
    Booktitle = {Statusseminar des BMBF: Bioinformatik},
    Date-Added = {2015-11-29T01:40:33GMT},
    Date-Modified = {2017-01-14 16:09:24 +0000},
    Editor = {Wolf, G and Schmidt, R and van der Meer, M},
    Keywords = {bartzPublic, free},
    Pages = {281--292},
    Publisher = {Projekttr{\"a}ger Informationstechnik des BMBF bei der Deutschen Forschungsanstalt f{\"u}r Luft- und Raumfahrt e.V.},
    Rating = {0},
    Title = {{Anwendungen evolution{\"a}rer Algorithmen}},
    Year = {1995}}
  • M. A. Rebolledo Coy, S. Krey, T. Bartz-Beielstein, O. Flasch, A. Fischbach, and J. Stork, “Modeling and Optimization of a Robust Gas Sensor,” Cologne Open Science, Cologne, 03/2016, .
    [Bibtex]
    @techreport{Rebo15aCos,
    Abstract = {In this paper we present a comparison of different data driven modeling methods. The first instance of a data driven linear Bayesian model is compared with several linear regression models, a Kriging model and a genetic programming model. The models are build on industrial data for the development of a robust gas sensor. The data contain limited amount of samples and a high variance. The mean square error of the models implemented in a test dataset is used as the comparison strategy. The results indicate that standard linear regression approaches as well as Kriging and GP show good results, whereas the Bayesian approach, despite the fact that it requires additional resources, does not lead to improved results.},
    Address = {Cologne},
    Affiliation = {Cologne Open Science},
    Author = {Rebolledo Coy, Margarita Alejandra and Krey, Sebastian and Bartz-Beielstein, Thomas and Flasch, Oliver and Fischbach, Andreas and Stork, J{\"o}rg},
    Date-Added = {2016-03-12T22:36:23GMT},
    Date-Modified = {2017-01-14 15:29:51 +0000},
    Institution = {Cologne Open Science},
    Keywords = {bartzPublic, free},
    Number = {03/2016},
    Owner = {bartz},
    Rating = {0},
    Timestamp = {2016-10-26},
    Title = {{Modeling and Optimization of a Robust Gas Sensor}},
    Uri = {\url{papers3://publication/uuid/E6C179F5-2D98-4979-B1A5-40EE50A6FF87}},
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