Publikationen

@inproceedings{Koch13a,

title = {Subsampling strategies in SVM ensembles},

author = { Patrick Koch and Wolfgang Konen},

editor = {Hoffmann, Frank and Hüllermeier, Eyke},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/kochGMA2013.pdf},

year  = {2013},

date = {2013-01-01},

booktitle = {Proceedings 23. Workshop Computational Intelligence},

pages = {119--134},

publisher = {Universitätsverlag Karlsruhe},

keywords = {ensemble, parameter tuning, SOMA, SVM, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{stork13a,

title = {SVM ensembles are better when different kernel types are combined},

author = { Jörg Stork and Ricardo Ramos and Patrick Koch and Wolfgang Konen},

editor = {Lausen, Berthold},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/storkECDA-2013.pdf},

year  = {2013},

date = {2013-01-01},

booktitle = {European Conference on Data Analysis (ECDA13)},

publisher = {GfKl},

keywords = {ensemble, parameter tuning, SOMA, SVM, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Koch12a,

title = {Efficient sampling and handling of variance in tuning data mining models},

author = { Patrick Koch and Wolfgang Konen},

editor = {Coello Coello, Carlos and Cutello, Vincenzo and others},

url = {http://www.gm.fh-koeln.de/ciopwebpub/Koch12a.d/Koch12a.pdf},

year  = {2012},

date = {2012-09-01},

booktitle = {PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina},

pages = {195--205},

publisher = {Springer},

address = {Heidelberg},

keywords = {parameter tuning, SOMA, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Bart11b,

title = {Noisy optimization with sequential parameter optimization and optimal computational budget allocation},

author = { Thomas Bartz-Beielstein and Martina Friese and Martin Zaefferer and Boris Naujoks and Oliver Flasch and Wolfgang Konen and Patrick Koch},

url = {http://doi.acm.org/10.1145/2001858.2001926},

doi = {10.1145/2001858.2001926},

isbn = {978-1-4503-0690-4},

year  = {2011},

date = {2011-01-01},

booktitle = {Proceedings of the 13th annual conference companion on Genetic and evolutionary computation},

pages = {119--120},

publisher = {ACM},

address = {Dublin, Ireland},

series = {GECCO '11},

keywords = {CI, optimization, parameter tuning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Frie11a,

title = {Ensemble Based Optimization and Tuning Algorithms},

author = { Martina Friese and Martin Zaefferer and Thomas Bartz-Beielstein and Oliver Flasch and Patrick Koch and Wolfgang Konen and Boris Naujoks},

editor = {Hoffmann, Frank and Hüllermeier, Eyke},

year  = {2011},

date = {2011-01-01},

booktitle = {Proceedings 21. Workshop Computational Intelligence},

pages = {119--134},

publisher = {Universitätsverlag Karlsruhe},

keywords = {CI, ensemble, optimization, parameter tuning, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Koch11b,

title = {Tuned Data Mining in R},

author = { Patrick Koch and Wolfgang Konen and Boris Naujoks and Oliver Flasch and Martina Friese and Martin Zaefferer and Thomas Bartz-Beielstein},

editor = {Hoffmann, Frank and Hüllermeier, Eyke},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Koch11b.pdf},

year  = {2011},

date = {2011-01-01},

booktitle = {Proceedings 21. Workshop Computational Intelligence},

pages = {147--160},

publisher = {Universitätsverlag Karlsruhe},

keywords = {parameter tuning, SOMA, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Kone11d,

title = {Tuned Data Mining: A Benchmark Study on Different Tuners},

author = { Wolfgang Konen and Patrick Koch and Oliver Flasch and Thomas Bartz-Beielstein and Martina Friese and Boris Naujoks},

editor = {Krasnogor, Natalio},

year  = {2011},

date = {2011-01-01},

booktitle = {GECCO '11: Proceedings of the 13th Annual Conference on Genetic andEvolutionary Computation},

pages = {1995--2002},

keywords = {parameter tuning, SOMA, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Bart10p,

title = {SPOT: A Toolbox for Interactive and Automatic Tuning in the R Environment},

author = { Thomas Bartz-Beielstein and Oliver Flasch and Patrick Koch and Wolfgang Konen},

editor = {Hoffmann, Frank and Hüllermeier, Eyke},

year  = {2010},

date = {2010-01-01},

booktitle = {Proceedings 20. Workshop Computational Intelligence},

pages = {264--273},

publisher = {Universitätsverlag Karlsruhe},

keywords = {parameter tuning, SPOT},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Flas10e,

title = {Comparing SPO-tuned GP and NARX prediction models for stormwater tank fill level prediction},

author = { Oliver Flasch and Thomas Bartz-Beielstein and Artur Davtyan and Patrick Koch and Wolfgang Konen and Tosin Daniel Oyetoyan and Michael Tamutan},

editor = {Fogel, Gary and others},

doi = {10.1109/CEC.2010.5586172},

year  = {2010},

date = {2010-01-01},

booktitle = {Proc. IEEE Congress Evolutionary Computation (CEC)},

pages = {1579--1586},

keywords = {CI, GP, parameter tuning, SPOT},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Koch10b,

title = {Optimizing Support Vector Machines for Stormwater Prediction},

author = { Patrick Koch and Wolfgang Konen and Oliver Flasch and Thomas Bartz-Beielstein},

editor = {Bartz-Beielstein, Thomas and Chiarandini, M. and Paquete, L. and Preuss, Mike},

url = {ls11-www.cs.tu-dortmund.de/_media/techreports/tr10-07.pdf},

year  = {2010},

date = {2010-01-01},

booktitle = {Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010},

number = {TR10-2-007},

pages = {47--59},

address = {TU Dortmund},

keywords = {CI, optimization, parameter tuning, SOMA, SVM, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Koch10c,

title = {Optimization of Support Vector Regression Models for Stormwater Prediction},

author = { Patrick Koch and Wolfgang Konen and Oliver Flasch and Thomas Bartz-Beielstein},

editor = {Hoffmann, Frank and Hüllermeier, Eyke},

year  = {2010},

date = {2010-01-01},

booktitle = {Proceedings 20. Workshop Computational Intelligence},

pages = {146--160},

publisher = {Universitätsverlag Karlsruhe},

keywords = {CI, optimization, parameter tuning, SOMA, SVM, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Kone10a,

title = {Parameter-Tuned Data Mining: A General Framework},

author = { Wolfgang Konen and Patrick Koch and Oliver Flasch and Thomas Bartz-Beielstein},

editor = {Hoffmann, Frank and Hüllermeier, Eyke},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/GMACI10_tunedDM.pdf},

year  = {2010},

date = {2010-01-01},

booktitle = {Proceedings 20. Workshop Computational Intelligence},

publisher = {Universitätsverlag Karlsruhe},

keywords = {parameter tuning, SOMA, TDMR},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Zieg10b,

title = {Optimization of Biogas Production with Computational Intelligence -- A Comparative Study},

author = { Jörg Ziegenhirt and Thomas Bartz-Beielstein and Oliver Flasch and Wolfgang Konen and Martin Zaefferer},

editor = {Fogel, Gary and others},

doi = {10.1109/CEC.2010.5586509},

year  = {2010},

date = {2010-01-01},

booktitle = {Proc. 2010 Congress on Evolutionary Computation (CEC'10) within IEEE World Congress on Computational Intelligence (WCCI'10), Barcelona, Spain},

pages = {3606--3613},

publisher = {IEEE Press},

address = {Piscataway NJ},

keywords = {CI, optimization, parameter tuning, SPOT},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Bart08c,

title = {Parameterselektion für komplexe Modellierungsaufgaben der Wasserwirtschaft -- Moderne CI-Verfahren zur Zeitreihenanalyse},

author = { Thomas Bartz-Beielstein and Tobias Zimmer and Wolfgang Konen},

editor = {Mikut, Ralf and Reischl, Markus},

year  = {2008},

date = {2008-01-01},

booktitle = {Proc. 18th Workshop Computational Intelligence},

pages = {136--150},

publisher = {Universitätsverlag, Karlsruhe},

keywords = {CI, parameter tuning},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Koch13a,

title = {Subsampling strategies in SVM ensembles},

author = { Patrick Koch and Wolfgang Konen},

editor = {Hoffmann, Frank and Hüllermeier, Eyke},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/kochGMA2013.pdf},

year  = {2013},

date = {2013-01-01},

booktitle = {Proceedings 23. Workshop Computational Intelligence},

pages = {119--134},

publisher = {Universitätsverlag Karlsruhe},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{stork13a,

title = {SVM ensembles are better when different kernel types are combined},

author = { Jörg Stork and Ricardo Ramos and Patrick Koch and Wolfgang Konen},

editor = {Lausen, Berthold},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/storkECDA-2013.pdf},

year  = {2013},

date = {2013-01-01},

booktitle = {European Conference on Data Analysis (ECDA13)},

publisher = {GfKl},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Koch12a,

title = {Efficient sampling and handling of variance in tuning data mining models},

author = { Patrick Koch and Wolfgang Konen},

editor = {Coello Coello, Carlos and Cutello, Vincenzo and others},

url = {http://www.gm.fh-koeln.de/ciopwebpub/Koch12a.d/Koch12a.pdf},

year  = {2012},

date = {2012-09-01},

booktitle = {PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina},

pages = {195--205},

publisher = {Springer},

address = {Heidelberg},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}