2021
|
Meissner, Simon Untersuchung des Spiel- und Lernerfolgs künstlicher Intelligenzen für ein nichtdeterministisches Spiel mit imperfekten Informationen: Blackjack in der Game-Learning-Umgebung ’General Board Game’ (GBG) Masters Thesis TH Köln -- University of Applied Sciences, 2021, (Bachelor thesis). Links | BibTeX @mastersthesis{Meissner2021,
title = {Untersuchung des Spiel- und Lernerfolgs künstlicher Intelligenzen für ein nichtdeterministisches Spiel mit imperfekten Informationen: Blackjack in der Game-Learning-Umgebung ’General Board Game’ (GBG)},
author = {Simon Meissner},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/BA-Meissner-final-2021.pdf},
year = {2021},
date = {2021-12-01},
school = {TH Köln -- University of Applied Sciences},
note = {Bachelor thesis},
keywords = {},
pubstate = {published},
tppubtype = {mastersthesis}
}
|
2020
|
Scheiermann, Johannes AlphaZero-inspirierte KI-Agenten im General Board Game Playing Masters Thesis TH Köln -- University of Applied Sciences, 2020, (Bachelor thesis). Links | BibTeX @mastersthesis{Scheier2020b,
title = {AlphaZero-inspirierte KI-Agenten im General Board Game Playing},
author = {Johannes Scheiermann},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/BA_Scheiermann_final.pdf},
year = {2020},
date = {2020-12-01},
school = {TH Köln -- University of Applied Sciences},
note = {Bachelor thesis},
keywords = {},
pubstate = {published},
tppubtype = {mastersthesis}
}
|
Konen, Wolfgang; Bagheri, Samineh Reinforcement Learning for N-Player Games: The Importance of Final Adaptation Inproceedings Vasile, Massimiliano; Filipic, Bogdan (Ed.): 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 @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang The GBG Class Interface Tutorial V2.2: General Board Game Playing and Learning Technical Report Research Center CIOP (Computational Intelligence, Optimization and Data Mining), Oct 2020. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang; Bagheri, Samineh Final Adaptation Reinforcement Learning for N-Player Games Technical Report Research Center CIOP (Computational Intelligence, Optimization and Data Mining) 2020. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Scheiermann, Johannes Sind (trainierte) General-Purpose-RL-Agenten im Brettspiel Othello stärker als (untrainierte) General-Game-Playing Agenten? Technical Report TH Köln, Institut für Informatik 2020, (Praxisprojekt). Links | BibTeX @techreport{Scheier2020,
title = {Sind (trainierte) General-Purpose-RL-Agenten im Brettspiel Othello stärker als (untrainierte) General-Game-Playing Agenten?},
author = {Johannes Scheiermann},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/INF-Prj-Scheiermann-2020-08.pdf},
year = {2020},
date = {2020-01-01},
institution = {TH Köln, Institut für Informatik},
note = {Praxisprojekt},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
2019
|
Konen, Wolfgang General Board Game Playing for Education and Research in Generic AI Game Learning Inproceedings Perez, Diego; Mostaghim, Sanaz; Lucas, Simon (Ed.): IEEE Conference on Games, London, 2019. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang The GBG Class Interface Tutorial V2.0: General Board Game Playing and Learning Technical Report Research Center CIOP (Computational Intelligence, Optimization and Data Mining) 2019. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Barsnick, Felix Implementierung und Untersuchung eines Turniersystems für KI-Agenten in Brettspielen Masters Thesis TH Köln -- University of Applied Sciences, 2019, (Master thesis). Links | BibTeX @mastersthesis{Barsnick2019,
title = {Implementierung und Untersuchung eines Turniersystems für KI-Agenten in Brettspielen},
author = {Felix Barsnick},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/MA_MMI_Barsnick-2019-04-final.pdf},
year = {2019},
date = {2019-01-01},
institution = {Institut für Informatik},
school = {TH Köln -- University of Applied Sciences},
note = {Master thesis},
keywords = {},
pubstate = {published},
tppubtype = {mastersthesis}
}
|
Cöln, Julian; Dittmar, Yannick Untersuchung von KI Agenten im Spiel Othello Technical Report TH Köln, Institut für Informatik 2019. Links | BibTeX @techreport{Cöln2019,
title = {Untersuchung von KI Agenten im Spiel Othello},
author = {Julian Cöln and Yannick Dittmar},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/INF-Proj-DittmarCoeln-2019-12.pdf},
year = {2019},
date = {2019-01-01},
institution = {TH Köln, Institut für Informatik},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
2017
|
Galitzki, Kevin Selbstlernende Agenten für das skalierbare Spiel Hex: Untersuchung verschiedener KI-Verfahren im GBG-Framework Masters Thesis TH Köln -- University of Applied Sciences, 2017, (Bachelor thesis). Links | BibTeX @mastersthesis{Galitzki2017,
title = {Selbstlernende Agenten für das skalierbare Spiel Hex: Untersuchung verschiedener KI-Verfahren im GBG-Framework},
author = {Kevin Galitzki},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/BA-KevinGalitzki-final-2017.pdf},
year = {2017},
date = {2017-09-15},
institution = {Institut für Informatik},
school = {TH Köln -- University of Applied Sciences},
note = {Bachelor thesis},
keywords = {},
pubstate = {published},
tppubtype = {mastersthesis}
}
|
Konen, Wolfgang The GBG Class Interface Tutorial: General Board Game Playing and Learning Technical Report 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 @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Kutsch, Johannes KI-Agenten fur das Spiel 2048: Untersuchung von Lernalgorithmen für nichtdeterministische Spiele Masters Thesis TH Köln -- University of Applied Sciences, 2017, (Bachelor thesis, 2nd prize in CBC award 2018). Links | BibTeX @mastersthesis{Kutsch2017b,
title = {KI-Agenten fur das Spiel 2048: Untersuchung von Lernalgorithmen für nichtdeterministische Spiele},
author = {Johannes Kutsch},
url = {http://www.gm.fh-koeln.de/~konen/research/PaperPDF/BA_JohannesKutsch_Final-2017.pdf},
year = {2017},
date = {2017-01-01},
institution = {Institut für Informatik},
school = {TH Köln -- University of Applied Sciences},
note = {Bachelor thesis, 2nd prize in CBC award 2018},
keywords = {},
pubstate = {published},
tppubtype = {mastersthesis}
}
|
2016
|
Bagheri, Samineh; Thill, Markus; Koch, Patrick; Konen, Wolfgang Online Adaptable Learning Rates for the Game Connect-4 Journal Article IEEE Transactions on Computational Intelligence and AI in Games, 8 (1), pp. 33-42, 2016, (accepted 11/2014). Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {article}
}
|
2015
|
Konen, Wolfgang Reinforcement Learning for Board Games: The Temporal Difference Algorithm Technical Report Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Sciences, 2015. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang Reinforcement Learning für Brettspiele: Der Temporal Difference Algorithmus Technical Report Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, 2015, (Updated version 2015). Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
2014
|
Thill, Markus; Konen, Wolfgang Connect-4 Game Playing Framework (C4GPF) Miscellaneous 2014. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {misc}
}
|
Konen, Wolfgang; Koch, Patrick Adaptation in Nonlinear Learning Models for Nonstationary Tasks Inproceedings Bartz-Beielstein, T; Filipic, B (Ed.): PPSN'2014: 13th International Conference on Parallel Problem Solving From Nature, Ljubljana, pp. 292–301, Springer, Heidelberg, 2014. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Bagheri, Samineh; Thill, Markus; Koch, Patrick; Konen, Wolfgang Online Adaptable Learning Rates for the Game Connect-4 Technical Report CIplus (TR 03/2014), 2014, (Preprint version of the article in IEEE Transactions on Computational Intelligence and AI in Games, 2016). Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Thill, Markus; Bagheri, Samineh; Koch, Patrick; Konen, Wolfgang Temporal Difference Learning with Eligibility Traces for the Game Connect-4 Inproceedings Preuss, Mike ; Rudolph, Günther (Ed.): CIG'2014, International Conference on Computational Intelligence in Games, Dortmund, pp. 84 – 91, 2014. Links | BibTeX @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 = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2012
|
Thill, Markus; Koch, Patrick; Konen, Wolfgang Reinforcement learning with n-tuples on the game Connect-4 Inproceedings Coello Coello, Carlos ; Cutello, Vincenzo ; others, (Ed.): PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina, pp. 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}
}
|
Thill, Markus Reinforcement Learning mit N-Tupel-Systemen für Vier Gewinnt Masters Thesis TH Köln -- University of Applied Sciences, 2012, (Bachelor thesis, 1st prize in Opitz award 2013, Festo award 2012, Ferchau award 2012). Links | BibTeX @mastersthesis{Thill12,
title = {Reinforcement Learning mit N-Tupel-Systemen für Vier Gewinnt},
author = {Thill, Markus},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Theses.d/Thill12.d/BA-Thill-2012.pdf},
year = {2012},
date = {2012-07-01},
school = {TH Köln -- University of Applied Sciences},
note = {Bachelor thesis, 1st prize in Opitz award 2013, Festo award 2012, Ferchau award 2012},
keywords = {},
pubstate = {published},
tppubtype = {mastersthesis}
}
|
2011
|
Konen, Wolfgang Self-configuration from a Machine-Learning Perspective Technical Report 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 @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 = {},
pubstate = {published},
tppubtype = {techreport}
}
|
2009
|
Konen, Wolfgang; Bartz-Beielstein, Thomas Reinforcement learning for games: failures and successes -- CMA-ES and TDL in comparision Inproceedings GECCO '09: Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference, pp. 2641–2648, ACM, Montreal, Québec, Canada, 2009. Links | BibTeX @inproceedings{Kone09a,
title = {Reinforcement learning for games: failures and successes -- CMA-ES and TDL in comparision},
author = { Wolfgang Konen and Thomas Bartz-Beielstein},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/evo-reinforce-GECCO2009.pdf},
doi = {http://doi.acm.org/10.1145/1570256.1570375},
year = {2009},
date = {2009-01-01},
booktitle = {GECCO '09: Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference},
pages = {2641--2648},
publisher = {ACM},
address = {Montreal, Québec, Canada},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang; Bartz-Beielstein, Thomas Evolutionsstrategien und Reinforcement Learning für strategische Brettspiele Technical Report Cologne University of Applied Sciences 2009. Links | BibTeX @techreport{KoneB09,
title = {Evolutionsstrategien und Reinforcement Learning für strategische Brettspiele},
author = { Wolfgang Konen and Thomas Bartz-Beielstein},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/FBericht2009-RL-Kg-Bi.pdf},
year = {2009},
date = {2009-01-01},
institution = {Cologne University of Applied Sciences},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
2008
|
Konen, Wolfgang; Bartz-Beielstein, Thomas Reinforcement Learning: Insights from Interesting Failures in Parameter Selection Inproceedings Rudolph, Günter ; others, (Ed.): PPSN'2008: 10th International Conference on Parallel Problem Solving From Nature, Dortmund, pp. 478–487, Springer, Berlin, 2008. Links | BibTeX @inproceedings{Kone08a,
title = {Reinforcement Learning: Insights from Interesting Failures in Parameter Selection},
author = { Wolfgang Konen and Thomas Bartz-Beielstein},
editor = {Rudolph, Günter and others},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/ppsn2008.pdf},
year = {2008},
date = {2008-09-01},
booktitle = {PPSN'2008: 10th International Conference on Parallel Problem Solving From Nature, Dortmund},
pages = {478--487},
publisher = {Springer},
address = {Berlin},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Konen, Wolfgang Reinforcement Learning für Brettspiele: Der Temporal Difference Algorithmus Technical Report Cologne University of Applied Sciences 2008. Links | BibTeX @techreport{Kone08b,
title = {Reinforcement Learning für Brettspiele: Der Temporal Difference Algorithmus},
author = { Wolfgang Konen},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/TR_TDlambda2008.pdf},
year = {2008},
date = {2008-01-01},
institution = {Cologne University of Applied Sciences},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
Konen, Wolfgang; Bartz-Beielstein, Thomas Reinforcement Learning für strategische Brettspiele Technical Report Cologne University of Applied Sciences 2008. Links | BibTeX @techreport{Kone08c,
title = {Reinforcement Learning für strategische Brettspiele},
author = { Wolfgang Konen and Thomas Bartz-Beielstein},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/FBericht2008-Kg-Bi-RL-Brettspiele.pdf},
year = {2008},
date = {2008-01-01},
institution = {Cologne University of Applied Sciences},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
|
.png "Connect-4 board. Red to move. Red is under zugzwang and will loose the game. The numbers indicate the states of some so-called \"n-tuples\".")
