2017
|
Bagheri, Samineh; Konen, Wolfgang; Allmendinger, Richard; Branke, Jürgen; Deb, Kalyanmoy; Fieldsend, Jonathan; Quagliarella, Domenico; Sindhya, Karthik Constraint Handling in Efficient Global Optimization Konferenzbeitrag Bosman, Peter A N (Hrsg.): Genetic and Evolutionary Computation Conference 2017 (GECCO'17), Berlin, S. 1, ACM, 2017. Links | BibTeX | Schlagwörter: CI, constraints, Kriging, MONREP, optimization, surrogate models @inproceedings{Bagh17a,
title = {Constraint Handling in Efficient Global Optimization},
author = { Samineh Bagheri and Wolfgang Konen and Richard Allmendinger and Jürgen Branke and Kalyanmoy Deb and Jonathan Fieldsend and Domenico Quagliarella and Karthik Sindhya},
editor = {Bosman, Peter A. N.},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh17-GECCO.pdf},
year = {2017},
date = {2017-07-01},
booktitle = {Genetic and Evolutionary Computation Conference 2017 (GECCO'17), Berlin},
pages = {1},
publisher = {ACM},
keywords = {CI, constraints, Kriging, MONREP, optimization, surrogate models},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang The GBG Class Interface Tutorial: General Board Game Playing and Learning Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, 2017, (e-print published at http://www.gm.fh-koeln.de/ciopwebpub/Kone17a.d/TR-GBG.pdf). Links | BibTeX | Schlagwörter: CI, Game Learning, general game playing, learning, optimization, reinforcement learning @techreport{Kone17a,
title = {The GBG Class Interface Tutorial: General Board Game Playing and Learning},
author = {Konen, Wolfgang},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone17a.d/TR-GBG.pdf},
year = {2017},
date = {2017-06-01},
address = {Cologne University of Applied Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {e-print published at http://www.gm.fh-koeln.de/ciopwebpub/Kone17a.d/TR-GBG.pdf},
keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
|
Bagheri, Samineh; Konen, Wolfgang; Emmerich, Michael; Bäck, Thomas Self-adjusting parameter control for surrogate-assisted constrained optimization under limited budgets Artikel Applied Soft Computing, 61 , S. 377-393, 2017, ISSN: 1568-4946. Links | BibTeX | Schlagwörter: CI, constraints, MONREP, optimization, surrogate models @article{Bagh17b,
title = {Self-adjusting parameter control for surrogate-assisted constrained optimization under limited budgets},
author = {Samineh Bagheri and Wolfgang Konen and Michael Emmerich and Thomas Bäck},
url = {http://www.sciencedirect.com/science/article/pii/S1568494617304805},
doi = {https://doi.org/10.1016/j.asoc.2017.07.060},
issn = {1568-4946},
year = {2017},
date = {2017-01-01},
journal = {Applied Soft Computing},
volume = {61},
pages = {377-393},
keywords = {CI, constraints, MONREP, optimization, surrogate models},
pubstate = {published},
tppubtype = {article}
}
|
2016
|
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas Online Selection of Surrogate Models for Constrained Black-Box Optimization Konferenzbeitrag Jin, Yaochu (Hrsg.): SSCI'2016, Athens, S. 1, IEEE, 2016, (Best Student Paper Award). Links | BibTeX | Schlagwörter: CI, constraints, ensemble, MONREP, optimization @inproceedings{Bagh16c,
title = {Online Selection of Surrogate Models for Constrained Black-Box Optimization},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Yaochu Jin},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh16-SSCI.pdf},
year = {2016},
date = {2016-12-01},
booktitle = {SSCI'2016, Athens},
pages = {1},
publisher = {IEEE},
note = {Best Student Paper Award},
keywords = {CI, constraints, ensemble, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas Equality Constraint Handling for Surrogate-Assisted Constrained Optimization Konferenzbeitrag Tan, Kay Chen (Hrsg.): WCCI'2016, Vancouver, S. 1924–1931, IEEE, 2016. Links | BibTeX | Schlagwörter: CI, constraints, MONREP, optimization @inproceedings{Bagh16a,
title = {Equality Constraint Handling for Surrogate-Assisted Constrained Optimization},
author = { Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Tan, Kay Chen},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh16-WCCI.pdf},
year = {2016},
date = {2016-07-01},
booktitle = {WCCI'2016, Vancouver},
pages = { 1924--1931},
publisher = {IEEE},
keywords = {CI, constraints, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang Illumination-invariant image mosaic calculation based on logarithmic search Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, 2016, (e-print published at http://arxiv.org/abs/1603.06433). Links | BibTeX | Schlagwörter: BV-3D-Endo, computer vision, image mosaic, LogSearch, neuroendoscopy @techreport{Kone16a,
title = {Illumination-invariant image mosaic calculation based on logarithmic search},
author = { Wolfgang Konen},
url = {http://arxiv.org/abs/1603.06433},
year = {2016},
date = {2016-03-01},
address = {Cologne University of Applied Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {e-print published at http://arxiv.org/abs/1603.06433},
keywords = {BV-3D-Endo, computer vision, image mosaic, LogSearch, neuroendoscopy},
pubstate = {published},
tppubtype = {techreport}
}
|
Bagheri, Samineh; Thill, Markus; Koch, Patrick; Konen, Wolfgang Online Adaptable Learning Rates for the Game Connect-4 Artikel IEEE Transactions on Computational Intelligence and AI in Games, 8 (1), S. 33-42, 2016, (accepted 11/2014). Links | BibTeX | Schlagwörter: CI, Game Learning, learning, optimization, reinforcement learning @article{Bagh16b,
title = {Online Adaptable Learning Rates for the Game Connect-4},
author = { Samineh Bagheri and Markus Thill and Patrick Koch and Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen//Bagh15.pdf},
doi = {10.1109/TCIAIG.2014.2367105},
year = {2016},
date = {2016-01-01},
journal = {IEEE Transactions on Computational Intelligence and AI in Games},
volume = {8},
number = {1},
pages = {33-42},
note = {accepted 11/2014},
keywords = {CI, Game Learning, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {article}
}
|
2015
|
Bagheri, Samineh; Konen, Wolfgang; Emmerich, Michael; Bäck, Thomas Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (06/15; arXiv: 1512.09251), 2015, ISSN: 2191-365X, (e-print published at http://arxiv.org/abs/1512.09251). Links | BibTeX | Schlagwörter: CI, constraints, MONREP, optimization @techreport{Bagh15c,
title = {Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control},
author = { Samineh Bagheri and Wolfgang Konen and Michael Emmerich and Thomas Bäck},
url = {http://arxiv.org/abs/1512.09251},
issn = {2191-365X},
year = {2015},
date = {2015-12-01},
number = {06/15; arXiv: 1512.09251},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {e-print published at http://arxiv.org/abs/1512.09251},
keywords = {CI, constraints, MONREP, optimization},
pubstate = {published},
tppubtype = {techreport}
}
|
Bagheri, Samineh; Konen, Wolfgang; Foussette, Christophe; Krause, Peter; Bäck, Thomas; Koch, Patrick SACOBRA: Self-Adjusting Constrained Black-Box Optimization with RBF Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 25. Workshop Computational Intelligence, S. 87-98, Universitätsverlag Karlsruhe, 2015, (Young Author Award GMA-CI). Links | BibTeX | Schlagwörter: CI, constraints, MONREP, optimization @inproceedings{Bagh15b,
title = {SACOBRA: Self-Adjusting Constrained Black-Box Optimization with RBF},
author = { Samineh Bagheri and Wolfgang Konen and Christophe Foussette and Peter Krause and Thomas Bäck and Patrick Koch},
editor = {Hoffmann, Frank and Hüllermeier, Eyke},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh15-GMA-CI.pdf},
year = {2015},
date = {2015-11-01},
booktitle = {Proceedings 25. Workshop Computational Intelligence},
pages = {87-98},
publisher = {Universitätsverlag Karlsruhe},
note = {Young Author Award GMA-CI},
keywords = {CI, constraints, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang Reinforcement Learning for Board Games: The Temporal Difference Algorithm Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Sciences, 2015. Links | BibTeX | Schlagwörter: CI, Game Learning, learning, reinforcement learning @techreport{Kone15c,
title = {Reinforcement Learning for Board Games: The Temporal Difference Algorithm},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone15c.d/TR-TDgame_EN.pdf},
doi = {10.13140/RG.2.1.1965.2329},
year = {2015},
date = {2015-07-01},
address = {Cologne University of Applied Sciences},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, Game Learning, learning, reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
|
Koch, Patrick; Bagheri, Samineh; Konen, Wolfgang; Foussette, Christophe; Krause, Peter; Bäck, Thomas A New Repair Method For Constrained Optimization Konferenzbeitrag Jiménez-Laredo, Juan Luis (Hrsg.): Proceedings of the 17th Genetic and Evolutionary Computation Conference (GECCO'15), 2015. Links | BibTeX | Schlagwörter: constraints, MONREP, optimization @inproceedings{Koch15a,
title = {A New Repair Method For Constrained Optimization},
author = { Patrick Koch and Samineh Bagheri and Wolfgang Konen and Christophe Foussette and Peter Krause and Thomas Bäck},
editor = {Jiménez-Laredo, Juan Luis},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Koch2015a-GECCO.pdf},
year = {2015},
date = {2015-01-01},
booktitle = {Proceedings of the 17th Genetic and Evolutionary Computation Conference (GECCO'15)},
keywords = {constraints, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 | Schlagwörter: CI, ensemble, parameter tuning, SOMA, SVM, TDMR @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 = {CI, ensemble, parameter tuning, SOMA, SVM, TDMR},
pubstate = {published},
tppubtype = {incollection}
}
|
Koch, Patrick; Wagner, Tobias; Emmerich, Michael T M; Bäck, Thomas; Konen, Wolfgang Efficient multi-criteria optimization on noisy machine learning problems Artikel Applied Soft Computing, 29 , S. 357-370, 2015. Links | BibTeX | Schlagwörter: CI, machine learning, optimization, parameter tuning, TDMR @article{Koch14,
title = {Efficient multi-criteria optimization on noisy machine learning problems},
author = { Patrick Koch and Tobias Wagner and Michael T. M. Emmerich and Thomas Bäck and Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Koch2015a-ASOC.pdf},
year = {2015},
date = {2015-00-01},
journal = {Applied Soft Computing},
volume = {29},
pages = {357-370},
keywords = {CI, machine learning, optimization, parameter tuning, TDMR},
pubstate = {published},
tppubtype = {article}
}
|
Konen, Wolfgang Reinforcement Learning für Brettspiele: Der Temporal Difference Algorithmus Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, 2015, (Updated version 2015). Links | BibTeX | Schlagwörter: CI, Game Learning, learning, reinforcement learning @techreport{Kone15a,
title = {Reinforcement Learning für Brettspiele: Der Temporal Difference Algorithmus},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone15a.d/TR-TDgame.pdf},
year = {2015},
date = {2015-00-01},
address = {Cologne University of Applied Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {Updated version 2015},
keywords = {CI, Game Learning, learning, reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang The rCMA Tutorial: Examples for using CMA-ES in R Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, 2015. Links | BibTeX | Schlagwörter: CI, CMA, constraints, MONREP, optimization, rCMA @techreport{Kone15b,
title = {The rCMA Tutorial: Examples for using CMA-ES in R},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone15b.d/rCMA-tutorial.pdf},
year = {2015},
date = {2015-00-01},
address = {Cologne University of Applied Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, CMA, constraints, MONREP, optimization, rCMA},
pubstate = {published},
tppubtype = {techreport}
}
|
2014
|
Thill, Markus; Konen, Wolfgang Connect-4 Game Playing Framework (C4GPF) Sonstige 2014. Links | BibTeX | Schlagwörter: CI, Game Learning, learning, reinforcement learning @misc{ThilKon14,
title = {Connect-4 Game Playing Framework (C4GPF)},
author = { Markus Thill and Wolfgang Konen},
url = {http://github.com/MarkusThill/Connect-Four},
year = {2014},
date = {2014-10-01},
keywords = {CI, Game Learning, learning, reinforcement learning},
pubstate = {published},
tppubtype = {misc}
}
|
Konen, Wolfgang; Koch, Patrick Adaptation in Nonlinear Learning Models for Nonstationary Tasks Konferenzbeitrag Bartz-Beielstein, T; Filipic, B (Hrsg.): PPSN'2014: 13th International Conference on Parallel Problem Solving From Nature, Ljubljana, S. 292–301, Springer, Heidelberg, 2014. Links | BibTeX | Schlagwörter: Game Learning, learning, reinforcement learning @inproceedings{Kone14a,
title = {Adaptation in Nonlinear Learning Models for Nonstationary Tasks},
author = { Wolfgang Konen and Patrick Koch},
editor = {Bartz-Beielstein, T. and Filipic, B.},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Kone14a-Adaptation.pdf},
year = {2014},
date = {2014-09-01},
booktitle = {PPSN'2014: 13th International Conference on Parallel Problem Solving From Nature, Ljubljana},
pages = {292--301},
publisher = {Springer},
address = {Heidelberg},
keywords = {Game Learning, learning, reinforcement learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Liebig, Kay N; Maslehaty, Homajoun; Petridis, Athanasios K; Konen, Wolfgang; Scholz, Martin Comparison of two algorithms for the application of real time image mosaicking in neuroendoscopy Artikel Journal of Neurosurgery, 121 (3), S. 688 – 699, 2014. Abstract | Links | BibTeX | Schlagwörter: BV-3D-Endo, computer vision, image mosaic, LogSearch, neuroendoscopy @article{Lieb14,
title = {Comparison of two algorithms for the application of real time image mosaicking in neuroendoscopy},
author = { Kay N. Liebig and Homajoun Maslehaty and Athanasios K. Petridis and Wolfgang Konen and Martin Scholz},
doi = {10.3171/2014.5.JNS121788},
year = {2014},
date = {2014-09-01},
journal = {Journal of Neurosurgery},
volume = {121},
number = {3},
pages = {688 -- 699},
abstract = {OBJECT:
Neuroendoscopy is used more and more frequently in neurosurgical procedures
and has become an important tool in the neurosurgical armamentarium.
However, the main restriction of neuroendoscopy is the limited field
of view. A better overview of the area of interest would increase
surgical safety and decrease procedure-related morbidity rates. In
the present study, the authors aimed to improve this restriction
by using and comparing two algorithms to create endoscopic panoramic
images, which increase the field of view during neuroendoscopic procedures.
METHODS:
Different endoscopic methods with or without a stand and with linear
or circular endoscope movements were performed in cadaveric ventricles.
Video of the endoscopy was used to create image mosaics of the lateral
ventricle with the help of the Kourogi or LogSearch (LS) algorithm.
In the LS algorithm, different template sizes were used. Three observers
graded the quality of the image mosaic in terms of usefulness in
surgery. The fastest frame rate was 3-4 frames/second.
RESULTS:
The LS algorithm with a larger template size showed significantly
better results for the creation of image mosaics than the Kourogi
algorithm in linear endoscopic movement with or without a stand.
In circular endoscopic movements, the results seemed to be better
with the LS algorithm but were not significantly different from those
obtained with the Kourogi algorithm. In summary, image quality in
the experimental paradigms was satisfying.
CONCLUSIONS:
Results in the study showed that the creation of image mosaics is
possible and reliable with the featured algorithms. Image mosaicking
is an applicable device for neuroendoscopy and can increase the field
of view during endoscopic procedures. Its use can increase the safety
and the field of application of neuroendoscopy. However, faster frame
rates will be required to create a smooth image for practical use
during surgery.},
keywords = {BV-3D-Endo, computer vision, image mosaic, LogSearch, neuroendoscopy},
pubstate = {published},
tppubtype = {article}
}
OBJECT:
Neuroendoscopy is used more and more frequently in neurosurgical procedures
and has become an important tool in the neurosurgical armamentarium.
However, the main restriction of neuroendoscopy is the limited field
of view. A better overview of the area of interest would increase
surgical safety and decrease procedure-related morbidity rates. In
the present study, the authors aimed to improve this restriction
by using and comparing two algorithms to create endoscopic panoramic
images, which increase the field of view during neuroendoscopic procedures.
METHODS:
Different endoscopic methods with or without a stand and with linear
or circular endoscope movements were performed in cadaveric ventricles.
Video of the endoscopy was used to create image mosaics of the lateral
ventricle with the help of the Kourogi or LogSearch (LS) algorithm.
In the LS algorithm, different template sizes were used. Three observers
graded the quality of the image mosaic in terms of usefulness in
surgery. The fastest frame rate was 3-4 frames/second.
RESULTS:
The LS algorithm with a larger template size showed significantly
better results for the creation of image mosaics than the Kourogi
algorithm in linear endoscopic movement with or without a stand.
In circular endoscopic movements, the results seemed to be better
with the LS algorithm but were not significantly different from those
obtained with the Kourogi algorithm. In summary, image quality in
the experimental paradigms was satisfying.
CONCLUSIONS:
Results in the study showed that the creation of image mosaics is
possible and reliable with the featured algorithms. Image mosaicking
is an applicable device for neuroendoscopy and can increase the field
of view during endoscopic procedures. Its use can increase the safety
and the field of application of neuroendoscopy. However, faster frame
rates will be required to create a smooth image for practical use
during surgery. |
Bagheri, Samineh; Thill, Markus; Koch, Patrick; Konen, Wolfgang Online Adaptable Learning Rates for the Game Connect-4 Forschungsbericht CIplus (TR 03/2014), 2014, (Preprint version of the article in IEEE Transactions on Computational Intelligence and AI in Games, 2016). Links | BibTeX | Schlagwörter: CI, Game Learning, learning, optimization, reinforcement learning @techreport{Bagh14a,
title = {Online Adaptable Learning Rates for the Game Connect-4},
author = { Samineh Bagheri and Markus Thill and Patrick Koch and Wolfgang Konen},
url = {http://nbn-resolving.de/urn:nbn:de:hbz:832-cos-704},
doi = {10.1109/TCIAIG.2014.2367105},
year = {2014},
date = {2014-01-01},
number = {TR 03/2014},
institution = {CIplus},
note = {Preprint version of the article in IEEE Transactions on Computational Intelligence and AI in Games, 2016},
keywords = {CI, Game Learning, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
|
Koch, Patrick; Bagheri, Samineh; Foussette, Christophe; Krause, Peter; Bäck, Thomas; Konen, Wolfgang Constrained Optimization with a Limited Number of Function Evaluations Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 24. Workshop Computational Intelligence, S. 119–134, Universitätsverlag Karlsruhe, 2014, (Young Author Award GMA-CI). Links | BibTeX | Schlagwörter: constraints, MONREP, optimization @inproceedings{Koch14a,
title = {Constrained Optimization with a Limited Number of Function Evaluations},
author = { Patrick Koch and Samineh Bagheri and Christophe Foussette and Peter Krause and Thomas Bäck and Wolfgang Konen},
editor = {Hoffmann, Frank and Hüllermeier, Eyke},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Koch2014a-GMA-CI.pdf},
year = {2014},
date = {2014-01-01},
booktitle = {Proceedings 24. Workshop Computational Intelligence},
pages = {119--134},
publisher = {Universitätsverlag Karlsruhe},
note = {Young Author Award GMA-CI},
keywords = {constraints, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Thill, Markus; Bagheri, Samineh; Koch, Patrick; Konen, Wolfgang Temporal Difference Learning with Eligibility Traces for the Game Connect-4 Konferenzbeitrag Preuss, Mike ; Rudolph, Günther (Hrsg.): CIG'2014, International Conference on Computational Intelligence in Games, Dortmund, S. 84 – 91, 2014. Links | BibTeX | Schlagwörter: CI, Game Learning, learning, reinforcement learning @inproceedings{Thil14,
title = {Temporal Difference Learning with Eligibility Traces for the Game Connect-4},
author = { Markus Thill and Samineh Bagheri and Patrick Koch and Wolfgang Konen},
editor = {Preuss, Mike and Rudolph, Günther},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/ThillCIG2014.pdf},
year = {2014},
date = {2014-01-01},
booktitle = {CIG'2014, International Conference on Computational Intelligence in Games, Dortmund},
pages = {84 -- 91},
keywords = {CI, Game Learning, learning, reinforcement learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2013
|
Faeskorn-Woyke, Heide; Konen, Wolfgang; Stahl, Hans Ludwig Zukunft der Informatik Buchkapitel mit eigenem Titel Becker, Klaus ; others, (Hrsg.): Die Wissenschaft von der Praxis denken - Festschrift für Joachim Metzner zum 70. Geburtstag, S. 238 – 250, Verlag H. Schmidt, Mainz, 2013. Links | BibTeX | Schlagwörter: computer science @incollection{Faes13,
title = {Zukunft der Informatik},
author = { Heide Faeskorn-Woyke and Wolfgang Konen and Hans Ludwig Stahl},
editor = {Becker, Klaus and others},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Festschrift-Metzner2013.pdf},
year = {2013},
date = {2013-01-01},
booktitle = {Die Wissenschaft von der Praxis denken - Festschrift für Joachim Metzner zum 70. Geburtstag},
pages = {238 -- 250},
publisher = {Verlag H. Schmidt, Mainz},
keywords = {computer science},
pubstate = {published},
tppubtype = {incollection}
}
|
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 | Schlagwörter: ensemble, parameter tuning, SOMA, SVM, TDMR @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}
}
|
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 | Schlagwörter: ensemble, parameter tuning, SOMA, SVM, TDMR @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}
}
|
2012
|
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 (last update: March,'2015)), 2012, (Last update: March, 2015). Links | BibTeX | Schlagwörter: parameter tuning, SOMA, TDMR @techreport{Kone12a,
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.pdf},
year = {2012},
date = {2012-11-01},
number = {02/2012 (last update: March,'2015)},
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: March, 2015},
keywords = {parameter tuning, SOMA, TDMR},
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 (last update: March,'2015)), 2012, (Last update: March, 2015). Links | BibTeX | Schlagwörter: parameter tuning, SOMA, TDMR @techreport{Kone12b,
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.pdf},
year = {2012},
date = {2012-11-01},
number = {03/2012 (last update: March,'2015)},
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: March, 2015},
keywords = {parameter tuning, SOMA, TDMR},
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 | Schlagwörter: parameter tuning, SOMA, TDMR @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}
}
|
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 | Schlagwörter: CI, Game Learning, learning, reinforcement learning, SOMA @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 = {CI, Game Learning, learning, reinforcement learning, SOMA},
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 | Schlagwörter: CI, parameter tuning, SOMA, TDMR @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 = {CI, parameter tuning, SOMA, TDMR},
pubstate = {published},
tppubtype = {article}
}
|
2011
|
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 | Schlagwörter: classification, machine learning, SFA, SOMA @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 = {classification, machine learning, SFA, SOMA},
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 | Schlagwörter: classification, SFA, SOMA @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 = {classification, SFA, SOMA},
pubstate = {published},
tppubtype = {techreport}
}
|
Bartz-Beielstein, Thomas; Friese, Martina; Flasch, Oliver; Konen, Wolfgang; Koch, Patrick; Naujoks, Boris Ensemble-Based Modeling Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization andData Mining) Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science, (06/11), 2011, ISSN: 2191-365X. Links | BibTeX | Schlagwörter: CI, ensemble, optimization @techreport{Bart11e,
title = {Ensemble-Based Modeling},
author = { Thomas Bartz-Beielstein and Martina Friese and Oliver Flasch and Wolfgang Konen and Patrick Koch and Boris Naujoks},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Bart11e.d/Bart11e.pdf},
issn = {2191-365X},
year = {2011},
date = {2011-06-01},
number = {06/11},
address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization andData Mining)},
keywords = {CI, ensemble, optimization},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang Self-configuration from a Machine-Learning Perspective Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (05/11; arXiv: 1105.1951), 2011, ISSN: 2191-365X, (e-print published at http://arxiv.org/abs/1105.1951 and Dagstuhl Preprint Archive, Workshop 11181 "Organic Computing -- Design of Self-Organizing Systems"). Links | BibTeX | Schlagwörter: CI, Game Learning, learning, parameter tuning, reinforcement learning, TDMR @techreport{Kone11c,
title = {Self-configuration from a Machine-Learning Perspective},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone11c.d/Kone11c.pdf},
issn = {2191-365X},
year = {2011},
date = {2011-05-01},
number = {05/11; arXiv: 1105.1951},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
note = {e-print published at http://arxiv.org/abs/1105.1951 and Dagstuhl Preprint Archive, Workshop 11181 "Organic Computing -- Design of Self-Organizing Systems"},
keywords = {CI, Game Learning, learning, parameter tuning, reinforcement learning, TDMR},
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 | Schlagwörter: CI, optimization, parameter tuning, SOMA, SVM, TDMR @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 = {CI, optimization, parameter tuning, SOMA, SVM, TDMR},
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 | Schlagwörter: parameter tuning, SOMA, TDMR @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 = {parameter tuning, SOMA, TDMR},
pubstate = {published},
tppubtype = {techreport}
}
|
Bartz-Beielstein, Thomas; Friese, Martina; Zaefferer, Martin; Naujoks, Boris; Flasch, Oliver; Konen, Wolfgang; Koch, Patrick Noisy optimization with sequential parameter optimization and optimal computational budget allocation Konferenzbeitrag Proceedings of the 13th annual conference companion on Genetic and evolutionary computation, S. 119–120, ACM, Dublin, Ireland, 2011, ISBN: 978-1-4503-0690-4. Links | BibTeX | Schlagwörter: CI, optimization, parameter tuning @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}
}
|
Friese, Martina; Zaefferer, Martin; Bartz-Beielstein, Thomas; Flasch, Oliver; Koch, Patrick; Konen, Wolfgang; Naujoks, Boris Ensemble Based Optimization and Tuning Algorithms Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 21. Workshop Computational Intelligence, S. 119–134, Universitätsverlag Karlsruhe, 2011. BibTeX | Schlagwörter: CI, ensemble, optimization, parameter tuning, TDMR @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}
}
|
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 | Schlagwörter: parameter tuning, SOMA, TDMR @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}
}
|
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 | Schlagwörter: parameter tuning, SOMA, TDMR @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}
}
|
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 | Schlagwörter: SFA, SOMA, time series @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 = {SFA, SOMA, time series},
pubstate = {published},
tppubtype = {article}
}
|
2010
|
Ziegenhirt, Jörg; Bartz-Beielstein, Thomas; Flasch, Oliver; Konen, Wolfgang; Zaefferer, Martin Optimization of Biogas Production with Computational Intelligence -- A Comparative Study Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, (03/10), 2010, ISSN: 2191-365X. Links | BibTeX | Schlagwörter: CI, optimization, parameter tuning, SPOT @techreport{Zieg10a,
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},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Zieg10a.d/ciop0310.pdf},
issn = {2191-365X},
year = {2010},
date = {2010-03-01},
number = {03/10},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, optimization, parameter tuning, SPOT},
pubstate = {published},
tppubtype = {techreport}
}
|
Flasch, Oliver; Bartz-Beielstein, Thomas; Davtyan, Artur; Koch, Patrick; Konen, Wolfgang; Oyetoyan, Tosin Daniel; Tamutan, Michael Comparing CI Methods for Prediction Models in Environmental Engineering Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany, (02/10), 2010, ISSN: 2191-365X. Links | BibTeX | Schlagwörter: CI, GP, prediction, time series @techreport{Flas10a,
title = {Comparing CI Methods for Prediction Models in Environmental Engineering},
author = { Oliver Flasch and Thomas Bartz-Beielstein and Artur Davtyan and Patrick Koch and Wolfgang Konen and Tosin Daniel Oyetoyan and Michael Tamutan},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Flas10a.d/ciop0210.pdf},
issn = {2191-365X},
year = {2010},
date = {2010-02-01},
number = {02/10},
address = {Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, GP, prediction, time series},
pubstate = {published},
tppubtype = {techreport}
}
|
Bartz-Beielstein, Thomas; Flasch, Oliver; Koch, Patrick; Konen, Wolfgang SPOT: A Toolbox for Interactive and Automatic Tuning in the R Environment Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 20. Workshop Computational Intelligence, S. 264–273, Universitätsverlag Karlsruhe, 2010. BibTeX | Schlagwörter: parameter tuning, SPOT @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}
}
|
Bartz-Beielstein, Thomas; Flasch, Oliver; Koch, Patrick; Konen, Wolfgang SPOT: A Toolbox for Interactive and Automatic Tuning of Search Heuristics and Simulation Models in the R Environment Forschungsbericht Cologne University of Applied Sciences 2010. BibTeX | Schlagwörter: parameter tuning, SPOT @techreport{Bart10q,
title = {SPOT: A Toolbox for Interactive and Automatic Tuning of Search Heuristics and Simulation Models in the R Environment},
author = { Thomas Bartz-Beielstein and Oliver Flasch and Patrick Koch and Wolfgang Konen},
year = {2010},
date = {2010-01-01},
institution = {Cologne University of Applied Sciences},
keywords = {parameter tuning, SPOT},
pubstate = {published},
tppubtype = {techreport}
}
|
Flasch, Oliver; Bartz-Beielstein, Thomas; Davtyan, Artur; Koch, Patrick; Konen, Wolfgang; Oyetoyan, Tosin Daniel; Tamutan, Michael Comparing SPO-tuned GP and NARX prediction models for stormwater tank fill level prediction Konferenzbeitrag Fogel, Gary ; others, (Hrsg.): Proc. IEEE Congress Evolutionary Computation (CEC), S. 1579–1586, 2010. Links | BibTeX | Schlagwörter: CI, GP, parameter tuning, SPOT @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}
}
|
Flasch, Oliver; Bartz-Beielstein, Thomas; Koch, Patrick; Konen, Wolfgang Clustering Based Niching for Genetic Programming in the R Environment Konferenzbeitrag Hoffmann, Frank ; Hüllermeier, Eyke (Hrsg.): Proceedings 20. Workshop Computational Intelligence, S. 33–46, Universitätsverlag Karlsruhe, 2010. BibTeX | Schlagwörter: CI, GP @inproceedings{Flas10f,
title = {Clustering Based Niching for Genetic Programming in the R Environment},
author = { Oliver Flasch and Thomas Bartz-Beielstein 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 = {33--46},
publisher = {Universitätsverlag Karlsruhe},
keywords = {CI, GP},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 | Schlagwörter: gesture, SFA, SOMA, time series @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 = {gesture, SFA, SOMA, time series},
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 | Schlagwörter: CI, optimization, parameter tuning, SOMA, SVM, TDMR @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}
}
|
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 | Schlagwörter: CI, optimization, parameter tuning, SOMA, SVM, TDMR @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}
}
|
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 | Schlagwörter: parameter tuning, SOMA, TDMR @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}
}
|
