2018
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Konen, Wolfgang; Koch, Patrick The TDMR 2.0 Package: Tuned Data Mining in R Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (02/2018), 2018, (Last update: April 2018 (original version: 2012)). Links | BibTeX @techreport{Kone18a,
title = {The TDMR 2.0 Package: Tuned Data Mining in R},
author = {Wolfgang Konen and Patrick Koch},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone12a.d/Kone12a.pdf},
year = {2018},
date = {2018-04-01},
number = {02/2018},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {Last update: April 2018 (original version: 2012)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang; Koch, Patrick The TDMR 2.0 Tutorial: Examples for Tuned Data Mining in R Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (03/2018), 2018, (Last update: April 2018 (original version: 2012)). Links | BibTeX @techreport{Kone18b,
title = {The TDMR 2.0 Tutorial: Examples for Tuned Data Mining in R},
author = {Wolfgang Konen and Patrick Koch},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone12b.d/Kone12b.pdf},
year = {2018},
date = {2018-04-01},
number = {03/2018},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {Last update: April 2018 (original version: 2012)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
2015
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Stork, Jörg; Ramos, Ricardo; Koch, Patrick; Konen, Wolfgang SVM ensembles are better when different kernel types are combined Buchkapitel mit eigenem Titel Lausen, Berthold ; Krolak-Schwerdt, Sabine (Hrsg.): Data Science, Learning by Latent Structures, and Knowledge Discovery, S. 191–201, Springer, 2015. Links | BibTeX @incollection{stork15,
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 and Krolak-Schwerdt, Sabine},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/storkECDA-2013.pdf},
year = {2015},
date = {2015-01-01},
booktitle = {Data Science, Learning by Latent Structures, and Knowledge Discovery},
pages = {191--201},
publisher = {Springer},
keywords = {},
pubstate = {published},
tppubtype = {incollection}
}
|
2013
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Koch, Patrick; Konen, Wolfgang Subsampling strategies in SVM ensembles Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 23. Workshop Computational Intelligence, S. 119–134, Universitätsverlag Karlsruhe, 2013. Links | BibTeX @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}
}
|
Stork, Jörg; Ramos, Ricardo; Koch, Patrick; Konen, Wolfgang SVM ensembles are better when different kernel types are combined Konferenzbeitrag Lausen, Berthold (Hrsg.): European Conference on Data Analysis (ECDA13), GfKl, 2013. Links | BibTeX @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}
}
|
2012
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Konen, Wolfgang; Koch, Patrick The TDMR Package: Tuned Data Mining in R Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (02/2012), 2012, (Last update: June 2017). Links | BibTeX @techreport{Kone12ab,
title = {The TDMR Package: Tuned Data Mining in R},
author = {Wolfgang Konen and Patrick Koch},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone12a.d/Kone12a-V2017-07.pdf},
year = {2012},
date = {2012-11-01},
number = {02/2012},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {Last update: June 2017},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang; Koch, Patrick The TDMR Tutorial: Examples for Tuned Data Mining in R Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (03/2012), 2012, (Last update: May, 2016). Links | BibTeX @techreport{Kone12bb,
title = {The TDMR Tutorial: Examples for Tuned Data Mining in R},
author = {Wolfgang Konen and Patrick Koch},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone12b.d/Kone12b-V2016-05.pdf},
year = {2012},
date = {2012-11-01},
number = {03/2012},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {Last update: May, 2016},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Koch, Patrick; Konen, Wolfgang Efficient sampling and handling of variance in tuning data mining models Konferenzbeitrag Coello Coello, Carlos ; Cutello, Vincenzo ; others, (Hrsg.): PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina, S. 195–205, Springer, Heidelberg, 2012. Links | BibTeX @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}
}
|
Thill, Markus; Koch, Patrick; Konen, Wolfgang Reinforcement learning with n-tuples on the game Connect-4 Konferenzbeitrag Coello Coello, Carlos ; Cutello, Vincenzo ; others, (Hrsg.): PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina, S. 184–194, Springer, Heidelberg, 2012. Links | BibTeX @inproceedings{Thil12,
title = {Reinforcement learning with n-tuples on the game Connect-4},
author = { Markus Thill and Patrick Koch and Wolfgang Konen},
editor = {Coello Coello, Carlos and Cutello, Vincenzo and others},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Thi12.d/Thil12.pdf},
year = {2012},
date = {2012-09-01},
booktitle = {PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina},
pages = {184--194},
publisher = {Springer},
address = {Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Koch, Patrick; Bischl, Bernd; Flasch, Oliver; Bartz-Beielstein, Thomas; Weihs, Claus; Konen, Wolfgang Tuning and Evolution of Support Vector Kernels Artikel Evolutionary Intelligence, 5 , S. 153–170, 2012. Links | BibTeX @article{Koch11aa,
title = {Tuning and Evolution of Support Vector Kernels},
author = { Patrick Koch and Bernd Bischl and Oliver Flasch and Thomas Bartz-Beielstein and Claus Weihs and Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Koch11a-EvolIntel.pdf},
year = {2012},
date = {2012-01-01},
journal = {Evolutionary Intelligence},
volume = {5},
pages = {153--170},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2011
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Konen, Wolfgang Der SFA-Algorithmus für Klassifikation Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (08/11), 2011, ISSN: 2191-365X. Links | BibTeX @techreport{Kone11e,
title = {Der SFA-Algorithmus für Klassifikation},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Konen11e.d/Konen11e.pdf},
issn = {2191-365X},
year = {2011},
date = {2011-11-01},
number = {08/11},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang SFA classification with few training data: Improvements with parametric bootstrap Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (09/11), 2011, ISSN: 2191-365X. Links | BibTeX @techreport{Kone11f,
title = {SFA classification with few training data: Improvements with parametric bootstrap},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Konen11f.d/Konen11f.pdf},
issn = {2191-365X},
year = {2011},
date = {2011-11-01},
number = {09/11},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Koch, Patrick; Bischl, Bernd; Flasch, Oliver; Bartz-Beielstein, Thomas; Konen, Wolfgang On the Tuning and Evolution of Support Vector Kernels Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science, (04/11), 2011, ISSN: 2191-365X. Links | BibTeX @techreport{Koch11a,
title = {On the Tuning and Evolution of Support Vector Kernels},
author = { Patrick Koch and Bernd Bischl and Oliver Flasch and Thomas Bartz-Beielstein and Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Koch11a.d/svmTuning.pdf},
issn = {2191-365X},
year = {2011},
date = {2011-03-01},
number = {04/11},
address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang; Koch, Patrick; Flasch, Oliver; Bartz-Beielstein, Thomas; Friese, Martina; Naujoks, Boris Tuned Data Mining: A Benchmark Study on Different Tuners Forschungsbericht Cologne University of Applied Sciences (03/11), 2011. Links | BibTeX @techreport{Kone11b,
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},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone11b.d/tdm-cioprep.pdf},
year = {2011},
date = {2011-02-01},
number = {03/11},
institution = {Cologne University of Applied Sciences},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Koch, Patrick; Konen, Wolfgang; Naujoks, Boris; Flasch, Oliver; Friese, Martina; Zaefferer, Martin; Bartz-Beielstein, Thomas Tuned Data Mining in R Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 21. Workshop Computational Intelligence, S. 147–160, Universitätsverlag Karlsruhe, 2011. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang; Koch, Patrick; Flasch, Oliver; Bartz-Beielstein, Thomas; Friese, Martina; Naujoks, Boris Tuned Data Mining: A Benchmark Study on Different Tuners Konferenzbeitrag Krasnogor, Natalio (Hrsg.): GECCO '11: Proceedings of the 13th Annual Conference on Genetic andEvolutionary Computation, S. 1995–2002, 2011. BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang; Koch, Patrick The slowness principle: SFA can detect different slow components in nonstationary time series Artikel International Journal of Innovative Computing and Applications (IJICA), 3 (1), S. 3–10, 2011. Links | BibTeX @article{KonK10b,
title = {The slowness principle: SFA can detect different slow components in nonstationary time series},
author = { Wolfgang Konen and Patrick Koch},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/IJICA2010-howslow.pdf},
doi = {10.1504/IJICA.2011.037946},
year = {2011},
date = {2011-01-01},
journal = {International Journal of Innovative Computing and Applications (IJICA)},
volume = {3},
number = {1},
pages = {3--10},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
|
2010
|
Koch, Patrick; Konen, Wolfgang; Hein, Kristine Gesture Recognition on Few Training Data using Slow Feature Analysis and Parametric Bootstrap Konferenzbeitrag 2010 International Joint Conference on Neural Networks, 2010. Links | BibTeX @inproceedings{Koch10a,
title = {Gesture Recognition on Few Training Data using Slow Feature Analysis and Parametric Bootstrap},
author = { Patrick Koch and Wolfgang Konen and Kristine Hein},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/WCCI-10_wii-gesture.pdf},
year = {2010},
date = {2010-01-01},
booktitle = {2010 International Joint Conference on Neural Networks},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Koch, Patrick; Konen, Wolfgang; Flasch, Oliver; Bartz-Beielstein, Thomas Optimizing Support Vector Machines for Stormwater Prediction Konferenzbeitrag Bartz-Beielstein, Thomas ; Chiarandini, M; Paquete, L; Preuss, Mike (Hrsg.): Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010, S. 47–59, TU Dortmund, 2010. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Koch, Patrick; Konen, Wolfgang; Flasch, Oliver; Bartz-Beielstein, Thomas Optimization of Support Vector Regression Models for Stormwater Prediction Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 20. Workshop Computational Intelligence, S. 146–160, Universitätsverlag Karlsruhe, 2010. BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang; Koch, Patrick; Flasch, Oliver; Bartz-Beielstein, Thomas Parameter-Tuned Data Mining: A General Framework Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 20. Workshop Computational Intelligence, Universitätsverlag Karlsruhe, 2010. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang; Koch, Patrick How slow is slow? SFA detects signals that are slower than the driving force Konferenzbeitrag Filipic, Bogdan ; Silc, Juri (Hrsg.): Proc. 4th Int. Conf. on Bioinspired Optimization Methods and their Applications, BIOMA, Ljubljana, Slovenia, 2010. Links | BibTeX @inproceedings{KonK10a,
title = {How slow is slow? SFA detects signals that are slower than the driving force},
author = { Wolfgang Konen and Patrick Koch},
editor = {Filipic, Bogdan and Silc, Juri},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/BIOMA10-howslow.pdf},
year = {2010},
date = {2010-01-01},
booktitle = {Proc. 4th Int. Conf. on Bioinspired Optimization Methods and their Applications, BIOMA, Ljubljana, Slovenia},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Hein, Kristine Gestenerkennung mit Slow Feature Analysis (SFA) - Klassifizierung von beschleunigungsbasierten 3D-Gesten des Wii-Controllers Abschlussarbeit TH Köln -- University of Applied Sciences, 2010, (Master thesis, 3rd prize in Opitz award 2011). Links | BibTeX @mastersthesis{Hein10,
title = {Gestenerkennung mit Slow Feature Analysis (SFA) - Klassifizierung von beschleunigungsbasierten 3D-Gesten des Wii-Controllers},
author = {Hein, Kristine},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/MA-KristineHein-2010.pdf},
year = {2010},
date = {2010-01-01},
school = {TH Köln -- University of Applied Sciences},
note = {Master thesis, 3rd prize in Opitz award 2011},
keywords = {},
pubstate = {published},
tppubtype = {mastersthesis}
}
|
2009
|
Konen, Wolfgang How slow is slow? SFA detects signals that are slower than the driving force Forschungsbericht Cologne University of Applied Sciences (05/09), 2009, (e-print published at http://arxiv.org/abs/0911.4397). Links | BibTeX @techreport{Kon09a,
title = {How slow is slow? SFA detects signals that are slower than the driving force},
author = { Wolfgang Konen},
url = {http://arxiv.org/abs/0911.4397},
year = {2009},
date = {2009-11-01},
number = {05/09},
institution = {Cologne University of Applied Sciences},
note = {e-print published at http://arxiv.org/abs/0911.4397},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang On the numeric stability of the SFA implementation sfa-tk Forschungsbericht Cologne University of Applied Sciences (05/10), 2009, (e-print published at http://arxiv.org/abs/0912.1064). Links | BibTeX @techreport{Kon09b,
title = {On the numeric stability of the SFA implementation sfa-tk},
author = { Wolfgang Konen},
url = {http://arxiv.org/abs/0912.1064},
year = {2009},
date = {2009-11-01},
number = {05/10},
institution = {Cologne University of Applied Sciences},
note = {e-print published at http://arxiv.org/abs/0912.1064},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
