2020
|
Konen, Wolfgang; Bagheri, Samineh Reinforcement Learning for N-Player Games: The Importance of Final Adaptation Konferenzbeitrag Vasile, Massimiliano; Filipic, Bogdan (Hrsg.): 9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)
, Bruxelles. Video (15 min) + slides available at https://youtu.be/OcpX7ITeH9w, 2020. Links | BibTeX | Schlagwörter: CI, Game Learning, general game playing, learning, optimization, reinforcement learning @inproceedings{Konen20b,
title = {Reinforcement Learning for N-Player Games: The Importance of Final Adaptation},
author = {Wolfgang Konen and Samineh Bagheri},
editor = {Massimiliano Vasile and Bogdan Filipic },
url = {http://www.gm.fh-koeln.de/ciopwebpub/Konen20b.d/bioma20-TDNTuple.pdf},
year = {2020},
date = {2020-10-01},
booktitle = {9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)
},
address = {Bruxelles. Video (15 min) + slides available at https://youtu.be/OcpX7ITeH9w},
keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang The GBG Class Interface Tutorial V2.2: General Board Game Playing and Learning Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining), Oct 2020. Links | BibTeX | Schlagwörter: CI, Game Learning, general game playing, learning, optimization, reinforcement learning @techreport{Konen20d,
title = {The GBG Class Interface Tutorial V2.2: General Board Game Playing and Learning},
author = {Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Konen20d.d/TR-GBG.pdf},
year = {2020},
date = {2020-01-10},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining), Oct},
keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang; Bagheri, Samineh Final Adaptation Reinforcement Learning for N-Player Games Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) 2020. Links | BibTeX | Schlagwörter: CI, Game Learning, general game playing, learning, optimization, reinforcement learning @techreport{Konen20b_TR,
title = {Final Adaptation Reinforcement Learning for N-Player Games},
author = {Wolfgang Konen and Samineh Bagheri},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Konen20b_TR.d/Konen20b_TR.pdf},
year = {2020},
date = {2020-01-01},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
|
2019
|
Konen, Wolfgang General Board Game Playing for Education and Research in Generic AI Game Learning Konferenzbeitrag Perez, Diego; Mostaghim, Sanaz; Lucas, Simon (Hrsg.): IEEE Conference on Games, London, 2019. Links | BibTeX | Schlagwörter: CI, Game Learning, general game playing, learning, optimization, reinforcement learning @inproceedings{Konen19b,
title = {General Board Game Playing for Education and Research in Generic AI Game Learning},
author = {Wolfgang Konen},
editor = {Diego Perez and Sanaz Mostaghim and Simon Lucas},
url = {https://arxiv.org/pdf/1907.06508},
year = {2019},
date = {2019-08-20},
booktitle = {IEEE Conference on Games},
address = {London},
keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas SACOBRA with Online Whitening for Solving Optimization Problems with High Conditioning Forschungsbericht arXiv preprint arXiv:1904.08397 2019. Links | BibTeX | Schlagwörter: optimization, SACOBRA, surrogate models @techreport{Bagh19b,
title = {SACOBRA with Online Whitening for Solving Optimization Problems with High Conditioning},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
url = {https://arxiv.org/abs/1904.08397},
year = {2019},
date = {2019-07-01},
institution = {arXiv preprint arXiv:1904.08397},
keywords = {optimization, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {techreport}
}
|
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas Solving Optimization Problems with High Conditioning by Means of Online Whitening Konferenzbeitrag Lopez-Ibanez, Manuel (Hrsg.): Genetic and Evolutionary Computation Conference 2019 (GECCO'19), Prague, S. 243-244, ACM, 2019. Links | BibTeX | Schlagwörter: CI, constraints, MONREP, optimization, SACOBRA, surrogate models @inproceedings{Bagh19c,
title = {Solving Optimization Problems with High Conditioning by Means of Online Whitening},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Manuel Lopez-Ibanez},
url = {http://blogs.gm.fh-koeln.de/ciop/files/2019/07/GECCO2019.pdf},
year = {2019},
date = {2019-07-01},
booktitle = {Genetic and Evolutionary Computation Conference 2019 (GECCO'19), Prague},
pages = {243-244},
publisher = {ACM},
keywords = {CI, constraints, MONREP, optimization, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas How to Solve the Dilemma of Margin-Based Equality Constraint Handling Methods Artikel at-Automatisierungstechnik, submitted , 2019. BibTeX | Schlagwörter: optimization, SACOBRA, surrogate models @article{Bagh19a,
title = {How to Solve the Dilemma of Margin-Based Equality Constraint Handling Methods},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
year = {2019},
date = {2019-01-01},
journal = {at-Automatisierungstechnik},
volume = {submitted},
keywords = {optimization, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {article}
}
|
Konen, Wolfgang The GBG Class Interface Tutorial V2.0: General Board Game Playing and Learning Forschungsbericht Research Center CIOP (Computational Intelligence, Optimization and Data Mining) 2019. Links | BibTeX | Schlagwörter: CI, Game Learning, general game playing, learning, optimization, reinforcement learning @techreport{Konen19a,
title = {The GBG Class Interface Tutorial V2.0: General Board Game Playing and Learning},
author = {Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Kone19a.d/TR-GBG.pdf},
year = {2019},
date = {2019-01-01},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, Game Learning, general game playing, learning, optimization, reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
|
2018
|
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas How to Solve the Dilemma of Margin-Based Equality Handling Methods Konferenzbeitrag Hoffmann, Frank; Hüllermeier, Eyke; Mikut, Ralf (Hrsg.): Proceedings - 28. Workshop Computational Intelligence, Dortmund, 29. - 30. November 2018, S. 257-270, KIT Scientific Publishing, Karlsruhe, 2018, ISBN: 978-3-7315-0845-8, (**Young Author Award**). Links | BibTeX | Schlagwörter: equality constraint, optimization, SACOBRA, surrogate models @inproceedings{Bagheri2018,
title = {How to Solve the Dilemma of Margin-Based Equality Handling Methods},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Frank Hoffmann and Eyke Hüllermeier and Ralf Mikut},
url = {https://blogs.gm.fh-koeln.de/ciop/files/2018/12/GMA2018.pdf},
doi = {10.5445/KSP/1000085935},
isbn = {978-3-7315-0845-8},
year = {2018},
date = {2018-11-29},
booktitle = {Proceedings - 28. Workshop Computational Intelligence, Dortmund, 29. - 30. November 2018},
pages = {257-270},
publisher = {KIT Scientific Publishing, Karlsruhe},
note = {**Young Author Award**},
keywords = {equality constraint, optimization, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2017
|
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas Comparing Kriging and Radial Basis Function Surrogates Konferenzbeitrag Hoffmann, Frank; Hüllermeier, Eyke (Hrsg.): Proceedings 27. Workshop Computational Intelligence, S. 243-259, Universitätsverlag Karlsruhe, 2017. Links | BibTeX | Schlagwörter: CI, constraints, Kriging, MONREP, optimization, surrogate models @inproceedings{Bagh17c,
title = {Comparing Kriging and Radial Basis Function Surrogates},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Frank Hoffmann and Eyke Hüllermeier},
url = {https://publikationen.bibliothek.kit.edu/1000074341},
year = {2017},
date = {2017-11-01},
booktitle = {Proceedings 27. Workshop Computational Intelligence},
pages = {243-259},
publisher = {Universitätsverlag Karlsruhe},
keywords = {CI, constraints, Kriging, MONREP, optimization, surrogate models},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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.gm.fh-koeln.de/ciopwebpub/Bagh17b/ASOC-SACOBRA17.pdf},
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}
}
|
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**). 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**},
keywords = {CI, constraints, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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}
}
|
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},
doi = {https://doi.org/10.1016/j.asoc.2015.01.005},
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 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
|
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**). 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**},
keywords = {constraints, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2011
|
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}
}
|
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}
}
|
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}
}
|
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}
}
|
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}
}
|
Ziegenhirt, Jörg; Bartz-Beielstein, Thomas; Flasch, Oliver; Konen, Wolfgang; Zaefferer, Martin Optimization of Biogas Production with Computational Intelligence -- A Comparative Study Konferenzbeitrag Fogel, Gary ; others, (Hrsg.): Proc. 2010 Congress on Evolutionary Computation (CEC'10) within IEEE World Congress on Computational Intelligence (WCCI'10), Barcelona, Spain, S. 3606–3613, IEEE Press, Piscataway NJ, 2010. Links | BibTeX | Schlagwörter: CI, optimization, parameter tuning, SPOT @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}
}
|
2009
|
Konen, Wolfgang; Zimmer, Tobias; Bartz-Beielstein, Thomas Optimized Modelling of Fill Levels in Stormwater Tanks Using CI-based Parameter Selection Schemes (in german) Artikel at-Automatisierungstechnik, 57 (3), S. 155–166, 2009. Links | BibTeX | Schlagwörter: CI, optimization, parameter tuning, TDMR @article{Kone09b,
title = {Optimized Modelling of Fill Levels in Stormwater Tanks Using CI-based Parameter Selection Schemes (in german)},
author = { Wolfgang Konen and Tobias Zimmer and Thomas Bartz-Beielstein},
doi = {10.1524/auto.2009.0756},
year = {2009},
date = {2009-01-01},
journal = {at-Automatisierungstechnik},
volume = {57},
number = {3},
pages = {155--166},
publisher = {Oldenbourg},
keywords = {CI, optimization, parameter tuning, TDMR},
pubstate = {published},
tppubtype = {article}
}
|
2008
|
Bartz-Beielstein, Thomas; Konen, Wolfgang Datenanalyse und Prozessoptimierung am Beispiel Kläranlagen Forschungsbericht Cologne University of Applied Sciences 2008. BibTeX | Schlagwörter: CI, Data Mining, optimization @techreport{Bart08h,
title = {Datenanalyse und Prozessoptimierung am Beispiel Kläranlagen},
author = { Thomas Bartz-Beielstein and Wolfgang Konen},
year = {2008},
date = {2008-01-01},
institution = {Cologne University of Applied Sciences},
keywords = {CI, Data Mining, optimization},
pubstate = {published},
tppubtype = {techreport}
}
|
2007
|
Bartz-Beielstein, Thomas; Bongards, Michael; Claes, Christoph; Konen, Wolfgang; Westenberger, Hartmut Datenanalyse und Prozessoptimierung für Kanalnetze und Kläranlagen mit CI-Methoden Konferenzbeitrag Mikut, Ralf ; Reischl, Markus (Hrsg.): Proc. 17th Workshop Computational Intelligence, S. 132–138, Universitätsverlag, Karlsruhe, 2007. BibTeX | Schlagwörter: CI, Data Mining, optimization @inproceedings{BBKW07a,
title = {Datenanalyse und Prozessoptimierung für Kanalnetze und Kläranlagen mit CI-Methoden},
author = { Thomas Bartz-Beielstein and Michael Bongards and Christoph Claes and Wolfgang Konen and Hartmut Westenberger},
editor = {Mikut, Ralf and Reischl, Markus},
year = {2007},
date = {2007-01-01},
booktitle = {Proc. 17th Workshop Computational Intelligence},
pages = {132--138},
publisher = {Universitätsverlag, Karlsruhe},
keywords = {CI, Data Mining, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2001
|
Konen, Wolfgang ; Engels, Christoph Revenue Management beim weltgrößten Reiseveranstalter: Der Kollege "Prognose" Artikel IS Report, Zeitschrift für betriebswirtschaftliche Informationssysteme, 10 , 2001. Links | BibTeX | Schlagwörter: Data Mining, optimization, time series @article{KonEng01,
title = {Revenue Management beim weltgrößten Reiseveranstalter: Der Kollege "Prognose" },
author = {Konen, Wolfgang and Engels, Christoph},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/TUI_is-report10-01-prog.deutsch.pdf},
year = {2001},
date = {2001-00-01},
journal = {IS Report, Zeitschrift für betriebswirtschaftliche Informationssysteme},
volume = {10},
keywords = {Data Mining, optimization, time series},
pubstate = {published},
tppubtype = {article}
}
|
Stagge, Peter ; Konen, Wolfgang Revenue Management in liberalisierten Energiemärkten (White Paper) Forschungsbericht Thinking Networks AG Markt 45-47, D - 52062 Aachen, 2001. Links | BibTeX | Schlagwörter: Data Mining, optimization @techreport{StaKon01,
title = {Revenue Management in liberalisierten Energiemärkten (White Paper)},
author = {Stagge, Peter and Konen, Wolfgang},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/wp-RMEnergie2001-03.pdf},
year = {2001},
date = {2001-00-01},
address = {Markt 45-47, D - 52062 Aachen},
institution = {Thinking Networks AG},
keywords = {Data Mining, optimization},
pubstate = {published},
tppubtype = {techreport}
}
|
