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Konen, Wolfgang
Towards Learning Rubik's Cube with N-tuple-based Reinforcement Learning Artikel
In: arXiv preprint arXiv:2301.12167, 2023.
@article{Konen2023,
title = {Towards Learning Rubik's Cube with N-tuple-based Reinforcement Learning},
author = {Wolfgang Konen},
url = {https://arxiv.org/abs/2301.12167},
year = {2023},
date = {2023-01-01},
urldate = {2023-01-01},
journal = {arXiv preprint arXiv:2301.12167},
keywords = {CI, Game Learning, GBG, general game playing, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {article}
}
2022
Konen, Wolfgang
The GBG Class Interface Tutorial V2.3: General Board Game Playing and Learning Forschungsbericht
TH Köln 2022.
@techreport{Konen2022,
title = {The GBG Class Interface Tutorial V2.3: General Board Game Playing and Learning},
author = {Wolfgang Konen},
url = {https://www.gm.fh-koeln.de/ciopwebpub/Konen22a.d/TR-GBG.pdf},
year = {2022},
date = {2022-09-01},
institution = {TH Köln},
school = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, Game Learning, GBG, general game playing, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
Scheiermann, Johannes; Konen, Wolfgang
AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time Artikel
In: arXiv preprint arXiv:2204.13307, 2022, (Preprint of the IEEE ToG 2022 paper).
@article{Scheier2022arXiv,
title = {AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time},
author = {Johannes Scheiermann and Wolfgang Konen},
url = {https://arxiv.org/abs/2204.13307},
year = {2022},
date = {2022-01-01},
journal = {arXiv preprint arXiv:2204.13307},
note = {Preprint of the IEEE ToG 2022 paper},
keywords = {CI, Game Learning, GBG, general game playing, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {article}
}
Scheiermann, Johannes; Konen, Wolfgang
AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time Artikel
In: IEEE Transactions on Games, 2022.
@article{Scheier2022,
title = {AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time},
author = {Johannes Scheiermann and Wolfgang Konen},
url = {https://ieeexplore.ieee.org/document/9893320},
doi = {10.1109/TG.2022.3206733},
year = {2022},
date = {2022-01-01},
urldate = {2022-01-01},
journal = {IEEE Transactions on Games},
keywords = {AI, deep learning, Game Learning, GBG, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {article}
}
2021
Bagheri, Samineh; Reinicke, Ulf; Anders, Denis; Konen, Wolfgang
Surrogate-assisted optimization for augmentation of finite element techniques Artikel
In: Journal of Computational Science, Bd. 54, S. 101427, 2021.
@article{Bagheri2021,
title = {Surrogate-assisted optimization for augmentation of finite element techniques},
author = {Samineh Bagheri and Ulf Reinicke and Denis Anders and Wolfgang Konen},
url = {https://doi.org/10.1016/j.jocs.2021.101427},
year = {2021},
date = {2021-01-01},
journal = {Journal of Computational Science},
volume = {54},
pages = {101427},
publisher = {Elsevier},
keywords = {FEM, optimization, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {article}
}
Konen, Wolfgang; Bagheri, Samineh
Final adaptation reinforcement learning for N-player games Artikel
In: arXiv preprint arXiv:2111.14375, 2021.
@article{Konen2021,
title = {Final adaptation reinforcement learning for N-player games},
author = {Wolfgang Konen and Samineh Bagheri},
url = {https://arxiv.org/abs/2111.14375},
year = {2021},
date = {2021-01-01},
journal = {arXiv preprint arXiv:2111.14375},
keywords = {CI, Game Learning, GBG, general game playing, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {article}
}
2020
Bagheri, Samineh
Self-Adjusting Surrogate-Assisted Optimization Techniques for Expensive Constrained Black Box Problems Promotionsarbeit
Leiden University and TH Köln, 2020, (PhD thesis).
@phdthesis{Bagheri2020,
title = {Self-Adjusting Surrogate-Assisted Optimization Techniques for Expensive Constrained Black Box Problems},
author = {Samineh Bagheri},
year = {2020},
date = {2020-04-01},
institution = {Institut für Informatik},
school = {Leiden University and TH Köln},
note = {PhD thesis},
keywords = {BT-MT, machine learning, MONREP, optimization, RBF, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {phdthesis}
}
Konen, Wolfgang; Bagheri, Samineh
Reinforcement Learning for N-Player Games: The Importance of Final Adaptation Proceedings Article
In: Vasile, Bogdan Filipic Massimiliano (Hrsg.): 9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA), Bruxelles, 2020.
@inproceedings{Konen20bc,
title = {Reinforcement Learning for N-Player Games: The Importance of Final Adaptation},
author = {Wolfgang Konen and Samineh Bagheri},
editor = {Bogdan Filipic Massimiliano Vasile},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Konen20b.d/bioma20-TDNTuple.pdf},
year = {2020},
date = {2020-01-01},
booktitle = {9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)},
address = {Bruxelles},
keywords = {CI, Game Learning, GBG, general game playing, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {inproceedings}
}
Konen, Wolfgang; Bagheri, Samineh
Final Adaptation Reinforcement Learning for N-Player Games Forschungsbericht
Research Center CIOP (Computational Intelligence, Optimization and Data Mining) 2020.
@techreport{Konen20b_TRb,
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, GBG, general game playing, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {techreport}
}
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) 2020.
@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 = {2020-01-01},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {CI, Game Learning, GBG, 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 Proceedings Article
In: Perez, Diego; Mostaghim, Sanaz; Lucas, Simon (Hrsg.): IEEE Conference on Games, London, 2019.
@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, GBG, general game playing, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {inproceedings}
}
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
Solving Optimization Problems with High Conditioning by Means of Online Whitening Proceedings Article
In: Lopez-Ibanez, Manuel (Hrsg.): Genetic and Evolutionary Computation Conference 2019 (GECCO'19), Prague, S. 243-244, ACM, 2019.
@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
SACOBRA with Online Whitening for Solving Optimization Problems with High Conditioning Forschungsbericht
arXiv preprint arXiv:1904.08397 2019.
@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
How to Solve the Dilemma of Margin-Based Equality Constraint Handling Methods Artikel
In: at-Automatisierungstechnik, Bd. submitted, 2019.
@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}
}
2018
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
How to Solve the Dilemma of Margin-Based Equality Handling Methods Proceedings Article
In: 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).
@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 Proceedings Article
In: Hoffmann, Frank; Hüllermeier, Eyke (Hrsg.): Proceedings 27. Workshop Computational Intelligence, S. 243-259, Universitätsverlag Karlsruhe, 2017.
@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 = {http://blogs.gm.fh-koeln.de/ciop/files/2018/10/Bagheri2017-1.pdf
https://publikationen.bibliothek.kit.edu/1000074341
https://www.researchgate.net/publication/328222483_Comparing_Kriging_and_Radial_Basis_Function_Surrogates
},
year = {2017},
date = {2017-11-01},
booktitle = {Proceedings 27. Workshop Computational Intelligence},
pages = {243-259},
publisher = {Universitätsverlag Karlsruhe},
keywords = {CI, constraints, Kriging, MONREP, optimization, SACOBRA, 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 Proceedings Article
In: Bosman, Peter A N (Hrsg.): Genetic and Evolutionary Computation Conference 2017 (GECCO'17), Berlin, S. 1, ACM, 2017.
@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 = {Peter A N Bosman},
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, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {inproceedings}
}
Bagheri, Samineh; Konen, Wolfgang; Emmerich, Michael; Bäck, Thomas
Self-adjusting parameter control for surrogate-assisted constrained optimization under limited budgets Artikel
In: Applied Soft Computing, Bd. 61, S. 377–393, 2017, ISSN: 1568-4946.
@article{Bagh17bb,
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, SACOBRA, surrogate models},
pubstate = {published},
tppubtype = {article}
}
Galitzki, Kevin
Selbstlernende Agenten für das skalierbare Spiel Hex: Untersuchung verschiedener KI-Verfahren im GBG-Framework Abschlussarbeit
TH Köln -- University of Applied Sciences, 2017, (Bachelor thesis).
@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 = {2017-01-01},
institution = {Institut für Informatik},
school = {TH Köln -- University of Applied Sciences},
note = {Bachelor thesis},
keywords = {BT-MT, CI, Game Learning, GBG, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {mastersthesis}
}
Kutsch, Johannes
KI-Agenten fur das Spiel 2048: Untersuchung von Lernalgorithmen für nichtdeterministische Spiele Abschlussarbeit
TH Köln -- University of Applied Sciences, 2017, (Bachelor thesis).
@mastersthesis{Kutsch2017,
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},
keywords = {BT-MT, CI, Game Learning, GBG, learning, optimization, Reinforcement learning},
pubstate = {published},
tppubtype = {mastersthesis}
}
2016
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
Online Selection of Surrogate Models for Constrained Black-Box Optimization Proceedings Article
In: Jin, Yaochu (Hrsg.): SSCI'2016, Athens, S. 1, IEEE, 2016, (Best Student Paper Award).
@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, SACOBRA},
pubstate = {published},
tppubtype = {inproceedings}
}
Bagheri, Samineh; Konen, Wolfgang; Bäck, Thomas
Equality Constraint Handling for Surrogate-Assisted Constrained Optimization Proceedings Article
In: Tan, Kay Chen (Hrsg.): WCCI'2016, Vancouver, S. 1, IEEE, 2016.
@inproceedings{Bagh16a,
title = {Equality Constraint Handling for Surrogate-Assisted Constrained Optimization},
author = {Samineh Bagheri and Wolfgang Konen and Thomas Bäck},
editor = {Kay Chen Tan},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/Bagh16-WCCI.pdf},
year = {2016},
date = {2016-07-01},
booktitle = {WCCI'2016, Vancouver},
pages = {1},
publisher = {IEEE},
keywords = {CI, constraints, MONREP, optimization, SACOBRA},
pubstate = {published},
tppubtype = {inproceedings}
}
2015
Bagheri, Samineh; Konen, Wolfgang; Foussette, Christophe; Krause, Peter; Bäck, Thomas; Koch, Patrick
SACOBRA: Self-Adjusting Constrained Black-Box Optimization with RBF Proceedings Article
In: Hoffmann, Frank; Hüllermeier, Eyke (Hrsg.): Proceedings 25. Workshop Computational Intelligence, S. 87-98, Universitätsverlag Karlsruhe, 2015, (Young Author Award GMA-CI).
@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 = {Frank Hoffmann and Eyke Hüllermeier},
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}
}
Koch, Patrick; Bagheri, Samineh; Konen, Wolfgang; Foussette, Christophe; Krause, Peter; Bäck, Thomas
A New Repair Method For Constrained Optimization Proceedings Article
In: Jiménez-Laredo, Juan Luis (Hrsg.): Proceedings of the 17th Genetic and Evolutionary Computation Conference, 2015, (accepted).
@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 = {Juan Luis Jiménez-Laredo},
year = {2015},
date = {2015-01-01},
booktitle = {Proceedings of the 17th Genetic and Evolutionary Computation Conference},
series = {GECCO'15},
note = {accepted},
keywords = {constraint, MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
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.
@techreport{Kone15b,
title = {The rCMA Tutorial: Examples for using CMA-ES in R},
author = {Konen, Wolfgang},
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 = {constraint, MONREP, optimization, rCMA},
pubstate = {published},
tppubtype = {techreport}
}
2014
Koch, Patrick; Bagheri, Samineh; Foussette, Christophe; Krause, Peter; Bäck, Thomas; Konen, Wolfgang
Constrained Optimization with a Limited Number of Function Evaluations Proceedings Article
In: Hoffmann, Frank; Hüllermeier, Eyke (Hrsg.): Proceedings 24. Workshop Computational Intelligence, S. 119–134, Universitätsverlag Karlsruhe, 2014, (Young Author Award GMA-CI).
@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 = {Frank Hoffmann and Eyke Hüllermeier},
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 = {MONREP, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
2012
Bartz-Beielstein, Thomas; Preuss, Mike; Zaefferer, Martin
Statistical Analysis of Optimization Algorithms with R Proceedings Article
In: Ochoa, Gabriela (Hrsg.): GECCO 2012 Specialized techniques and applications tutorials, S. 1259–1286, ACM, Philadelphia, Pennsylvania, USA, 2012, ISBN: 978-1-4503-1178-6.
@inproceedings{Bart12f,
title = {Statistical Analysis of Optimization Algorithms with R},
author = {Thomas Bartz-Beielstein and Mike Preuss and Martin Zaefferer},
editor = {Gabriela Ochoa},
isbn = {978-1-4503-1178-6},
year = {2012},
date = {2012-01-01},
booktitle = {GECCO 2012 Specialized techniques and applications tutorials},
pages = {1259--1286},
publisher = {ACM},
address = {Philadelphia, Pennsylvania, USA},
abstract = {Based on experiences from several (rather theoretical) tutorials and workshops devoted to the experimental analysis of algorithms at the world's leading conferences in the field of Computational Intelligence, a practical, hands-on tutorial for the statistical analysis of optimization algorithms is presented. This tutorial -demonstrates how to analyze results from real experimental studies, e.g., experimental studies in EC -item gives a comprehensive introduction in the R language -item introduces the powerful GUI rstudio (http://rstudio.org) -exemplifies the analysis using SPOT (http://cran.r-project.org/web/packages/SPOT/) R is the most attractive and fastest growing open source computer language for statistical computing and graphics in the world. It provides a wide variety of statistical and graphical techniques: linear and nonlinear modeling, statistical tests, time series analysis, classification, clustering, etc. R is distributed over CRAN (http://cran.r-project.org), which is a network of ftp and web servers around the world that store identical, up-to-date, versions of code and documentation for R.},
keywords = {optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
Based on experiences from several (rather theoretical) tutorials and workshops devoted to the experimental analysis of algorithms at the world's leading conferences in the field of Computational Intelligence, a practical, hands-on tutorial for the statistical analysis of optimization algorithms is presented. This tutorial -demonstrates how to analyze results from real experimental studies, e.g., experimental studies in EC -item gives a comprehensive introduction in the R language -item introduces the powerful GUI rstudio (http://rstudio.org) -exemplifies the analysis using SPOT (http://cran.r-project.org/web/packages/SPOT/) R is the most attractive and fastest growing open source computer language for statistical computing and graphics in the world. It provides a wide variety of statistical and graphical techniques: linear and nonlinear modeling, statistical tests, time series analysis, classification, clustering, etc. R is distributed over CRAN (http://cran.r-project.org), which is a network of ftp and web servers around the world that store identical, up-to-date, versions of code and documentation for R.
2011
Friese, Martina; Zaefferer, Martin; Bartz-Beielstein, Thomas; Flasch, Oliver; Koch, Patrick; Konen, Wolfgang; Naujoks, Boris
Ensemble Based Optimization and Tuning Algorithms Proceedings Article
In: Hoffmann, F.; Hüllermeier, E. (Hrsg.): Proceedings 21. Workshop Computational Intelligence, S. 119–134, Universitätsverlag Karlsruhe, 2011.
@inproceedings{Frie11ab,
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 = {F. Hoffmann and E. Hüllermeier},
year = {2011},
date = {2011-01-01},
booktitle = {Proceedings 21. Workshop Computational Intelligence},
pages = {119--134},
publisher = {Universitätsverlag Karlsruhe},
keywords = {optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
Bartz--Beielstein, Thomas; Preuß, Mike
Experimental Analysis of Optimization Algorithms: Tuning and Beyond Buchabschnitt
In: Borenstein, Yossi; Moraglio, Alberto (Hrsg.): Theory and Principled Methods for Designing Metaheuristics, Springer, Berlin, Heidelberg, New York, 2011, (accepted).
@incollection{Bart11j,
title = {Experimental Analysis of Optimization Algorithms: Tuning and Beyond},
author = {Thomas Bartz--Beielstein and Mike Preuß},
editor = {Yossi Borenstein and Alberto Moraglio},
year = {2011},
date = {2011-01-01},
booktitle = {Theory and Principled Methods for Designing Metaheuristics},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
note = {accepted},
keywords = {optimization},
pubstate = {published},
tppubtype = {incollection}
}
Flasch, Oliver; Bartz-Beielstein, Thomas; 1, Daniel Bicker; Kantschik, Wolfgang; von Strachwitz, Christian
Results of the GECCO 2011 Industrial Challenge: Optimizing Foreign Exchange Trading Strategies Forschungsbericht
Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science, Nr. 10/11, 2011, ISSN: 2191-365X.
@techreport{Flas11ab,
title = {Results of the GECCO 2011 Industrial Challenge: Optimizing Foreign Exchange Trading Strategies},
author = {Oliver Flasch and Thomas Bartz-Beielstein and Daniel Bicker 1 and Wolfgang Kantschik and Christian von Strachwitz},
url = {http://maanvs03.gm.fh-koeln.de/webpub/CIOPReports.d/Flas11a.d/Flas11a.pdf},
issn = {2191-365X},
year = {2011},
date = {2011-01-01},
number = {10/11},
address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {GeCCO, optimization},
pubstate = {published},
tppubtype = {techreport}
}
2010
Bartz-Beielstein, Thomas
Experimental Analysis of Optimization Algorithms Sonstige
International Workshop on Nature Inspired Computation and Applications. University of Science and Technology of China, 2010.
@misc{Bart10g,
title = {Experimental Analysis of Optimization Algorithms},
author = {Thomas Bartz-Beielstein},
year = {2010},
date = {2010-01-01},
howpublished = {International Workshop on Nature Inspired Computation and Applications. University of Science and Technology of China},
keywords = {optimization},
pubstate = {published},
tppubtype = {misc}
}
Bartz-Beielstein, Thomas; Chiarandini, Marco; Paquete, Luis; Preuss, Mike (Hrsg.)
Experimental Methods for the Analysis of Optimization Algorithms Buch
Springer, Berlin, Heidelberg, New York, 2010.
@book{Bart09a,
title = {Experimental Methods for the Analysis of Optimization Algorithms},
editor = {Thomas Bartz-Beielstein and Marco Chiarandini and Luis Paquete and Mike Preuss},
url = {http://www.springer.com/978-3-642-02537-2},
year = {2010},
date = {2010-01-01},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
keywords = {optimization},
pubstate = {published},
tppubtype = {book}
}
Bartz-Beielstein, Thomas; Chiarandini, Marco; Paquete, Luis; Preuss, Mike
Introduction---Experimental Methods for the Analysis of Optimization Algorithms Buchabschnitt
In: Experimental Methods for the Analysis of Optimization Algorithms, S. 1–13, Springer, Berlin, Heidelberg, New York, 2010.
@incollection{Bart10d,
title = {Introduction---Experimental Methods for the Analysis of Optimization Algorithms},
author = {Thomas Bartz-Beielstein and Marco Chiarandini and Luis Paquete and Mike Preuss},
year = {2010},
date = {2010-01-01},
booktitle = {Experimental Methods for the Analysis of Optimization Algorithms},
pages = {1--13},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
keywords = {experimental, optimization},
pubstate = {published},
tppubtype = {incollection}
}
Bartz--Beielstein, Thomas; Preuß, Mike; Schwefel, Hans--Paul
Model Optimization with Evolutionary Algorithms Buchabschnitt
In: Lucas, K.; Roosen, P. (Hrsg.): Emergence, Analysis, and Evolution of Structures---Concepts and Strategies Across Disciplines, S. 47–62, Springer, Berlin, Heidelberg, New York, 2010.
@incollection{Bart10f,
title = {Model Optimization with Evolutionary Algorithms},
author = {Thomas Bartz--Beielstein and Mike Preuß and Hans--Paul Schwefel},
editor = {K. Lucas and P. Roosen},
year = {2010},
date = {2010-01-01},
booktitle = {Emergence, Analysis, and Evolution of Structures---Concepts and Strategies Across Disciplines},
pages = {47--62},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
keywords = {Evolutionary Algorithm, optimization},
pubstate = {published},
tppubtype = {incollection}
}
Koch, Patrick; Konen, Wolfgang; Flasch, Oliver; Bartz-Beielstein, Thomas
Optimization of Support Vector Regression Models for Stormwater Prediction Proceedings Article
In: Hoffmann, Frank; Hüllermeier, Eyke (Hrsg.): Proceedings 20. Workshop Computational Intelligence, S. 146–160, Universitätsverlag Karlsruhe, 2010.
@inproceedings{Koch10cb,
title = {Optimization of Support Vector Regression Models for Stormwater Prediction},
author = {Patrick Koch and Wolfgang Konen and Oliver Flasch and Thomas Bartz-Beielstein},
editor = {Frank Hoffmann and Eyke Hüllermeier},
year = {2010},
date = {2010-01-01},
booktitle = {Proceedings 20. Workshop Computational Intelligence},
pages = {146--160},
publisher = {Universitätsverlag Karlsruhe},
keywords = {optimization, Prediction, SOMA, SVM, TDMR},
pubstate = {published},
tppubtype = {inproceedings}
}
Koch, Patrick; Konen, Wolfgang; Flasch, Oliver; Bartz-Beielstein, Thomas
Optimizing Support Vector Machines for Stormwater Prediction Proceedings Article
In: Bartz-Beielstein, Thomas; Chiarandini,; Paquete,; Preuss, Mike (Hrsg.): Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010, S. 47–59, TU Dortmund, 2010.
@inproceedings{Koch10bb,
title = {Optimizing Support Vector Machines for Stormwater Prediction},
author = {Patrick Koch and Wolfgang Konen and Oliver Flasch and Thomas Bartz-Beielstein},
editor = {Thomas Bartz-Beielstein and Chiarandini and Paquete and Mike Preuss},
url = {http://www.gm.fh-koeln.de/~konen/Publikationen/PPSN2010-appStorm2.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 = {optimization, SOMA, SVM, TDMR},
pubstate = {published},
tppubtype = {inproceedings}
}
Hutter, Frank; Bartz-Beielstein, Thomas; Hoos, Holger; Leyton-Brown, Kevin; Murphy, Kevin P.
Sequential Model-Based Parameter Optimisation: an Experimental Investigation of Automated and Interactive Approaches Buchabschnitt
In: Bartz-Beielstein, Thomas; Chiarandini, Marco; Paquete, Luis; Preuss, Mike (Hrsg.): Experimental Methods for the Analysis of Optimization Algorithms, S. 361–414, Springer, Berlin, Heidelberg, New York, 2010.
@incollection{Hutt09a,
title = {Sequential Model-Based Parameter Optimisation: an Experimental Investigation of Automated and Interactive Approaches},
author = {Frank Hutter and Thomas Bartz-Beielstein and Holger Hoos and Kevin Leyton-Brown and Kevin P. Murphy},
editor = {Thomas Bartz-Beielstein and Marco Chiarandini and Luis Paquete and Mike Preuss},
year = {2010},
date = {2010-01-01},
booktitle = {Experimental Methods for the Analysis of Optimization Algorithms},
pages = {361--414},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
keywords = {optimization},
pubstate = {published},
tppubtype = {incollection}
}
Bartz-Beielstein, Thomas
SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization Forschungsbericht
Research Center CIOP (Computational Intelligence, Optimization andData Mining) Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science, Nr. 05/10, 2010, ISSN: 2191-365X, (Comments: Related software can be downloaded from http://cran.r-project.org/web/packages/SPOT/index.html).
@techreport{Bart10eb,
title = {SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization},
author = {Thomas Bartz-Beielstein},
url = {http://arxiv.org/abs/1006.4645},
issn = {2191-365X},
year = {2010},
date = {2010-01-01},
number = {05/10},
address = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},
institution = {Research Center CIOP (Computational Intelligence, Optimization andData Mining)},
note = {Comments: Related software can be downloaded from http://cran.r-project.org/web/packages/SPOT/index.html},
keywords = {FIWA, optimization, SPOT},
pubstate = {published},
tppubtype = {techreport}
}
Bartz-Beielstein, Thomas; Lasarczyk, Christian; Preuss, Mike
The Sequential Parameter Optimization Toolbox Buchabschnitt
In: Bartz-Beielstein, Thomas; Chiarandini, Marco; Paquete, Luis; Preuss, Mike (Hrsg.): Experimental Methods for the Analysis of Optimization Algorithms, S. 337–360, Springer, Berlin, Heidelberg, New York, 2010.
@incollection{Bart09f,
title = {The Sequential Parameter Optimization Toolbox},
author = {Thomas Bartz-Beielstein and Christian Lasarczyk and Mike Preuss},
editor = {Thomas Bartz-Beielstein and Marco Chiarandini and Luis Paquete and Mike Preuss},
year = {2010},
date = {2010-01-01},
booktitle = {Experimental Methods for the Analysis of Optimization Algorithms},
pages = {337--360},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
keywords = {optimization, SPOT},
pubstate = {published},
tppubtype = {incollection}
}
Bartz-Beielstein, Thomas
Tuning and Statistical Analysis of Optimization Algorithms - The Sequential Parameter Optimization Toolbox Unveröffentlicht
2010, (Invited Talk: The 2010 International Workshop on Nature Inspired Computation and Applications (IWNICA)).
@unpublished{Bart10s,
title = {Tuning and Statistical Analysis of Optimization Algorithms - The Sequential Parameter Optimization Toolbox},
author = {Thomas Bartz-Beielstein},
year = {2010},
date = {2010-01-01},
note = {Invited Talk: The 2010 International Workshop on Nature Inspired Computation and Applications (IWNICA)},
keywords = {optimization, SPOT},
pubstate = {published},
tppubtype = {unpublished}
}
Bartz-Beielstein, Thomas
Writing Interfaces for the Sequential Parameter Optimization ToolboxSPOT Forschungsbericht
Cologne University of Applied Sciences Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, Nr. 07/10, 2010, ISSN: 2191-365X.
@techreport{Bart10nb,
title = {Writing Interfaces for the Sequential Parameter Optimization ToolboxSPOT},
author = {Thomas Bartz-Beielstein},
url = {http://maanvs03.gm.fh-koeln.de/webpub/CIOPReports.d/Bart10n.d/Bart10n.pdf},
issn = {2191-365X},
year = {2010},
date = {2010-01-01},
number = {07/10},
address = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},
institution = {Cologne University of Applied Sciences},
keywords = {optimization, SPOT},
pubstate = {published},
tppubtype = {techreport}
}
2009
Bartz-Beielstein, Thomas
Sequential Parameter Optimization Proceedings Article
In: Branke, Jürgen; Nelson, Barry L.; Powell, Warren Buckler; Santner, Thomas J. (Hrsg.): Sampling-based Optimization in the Presence of Uncertainty, Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, Germany, Dagstuhl, Germany, 2009, ISSN: 1862-4405.
@inproceedings{Bart09c,
title = {Sequential Parameter Optimization},
author = {Thomas Bartz-Beielstein},
editor = {Jürgen Branke and Barry L. Nelson and Warren Buckler Powell and Thomas J. Santner},
url = {http://drops.dagstuhl.de/opus/volltexte/2009/2115},
issn = {1862-4405},
year = {2009},
date = {2009-01-01},
booktitle = {Sampling-based Optimization in the Presence of Uncertainty},
number = {09181},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, Germany},
address = {Dagstuhl, Germany},
series = {Dagstuhl Seminar Proceedings},
keywords = {optimization, sequential optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
Flasch, Oliver; Bartz-Beielstein, Thomas
Sequential parameter optimization applied to evolutionary strategies for portfolio optimization Sonstige
Third International Conference on Computational and Financial Econometrics (CFE 09) and Second Workshop of the ERCIM Working Group on Computing & Statistics (ERCIM 09). Limassol, Cyprus, 2009.
@misc{Flas09b,
title = {Sequential parameter optimization applied to evolutionary strategies for portfolio optimization},
author = {Oliver Flasch and Thomas Bartz-Beielstein},
year = {2009},
date = {2009-01-01},
howpublished = {Third International Conference on Computational and Financial Econometrics (CFE 09) and Second Workshop of the ERCIM Working Group on Computing & Statistics (ERCIM 09). Limassol, Cyprus},
keywords = {Evolutionary Algorithm, evolutionary strategy, optimization, sequential optimization},
pubstate = {published},
tppubtype = {misc}
}
2008
Bartz-Beielstein, Thomas; Lasarczyk, Christian; Preuss, Mike
Sequential Parameter Optimization Toolbox Forschungsbericht
Universität Dortmund 2008.
@techreport{Bart06f,
title = {Sequential Parameter Optimization Toolbox},
author = {Thomas Bartz-Beielstein and Christian Lasarczyk and Mike Preuss},
url = {http://sfbci.uni-dortmund.de/Publications/Reference/Downloads/25608.pdf},
year = {2008},
date = {2008-01-01},
institution = {Universität Dortmund},
keywords = {optimization, sequential optimization, SPOT},
pubstate = {published},
tppubtype = {techreport}
}
2007
Bartz-Beielstein, Thomas
Experimental Analysis of Optimization Algorithms -- Problems and Perspectives (Seminar) Sonstige
Tilburg University NL, 2007.
@misc{Bart07alecD,
title = {Experimental Analysis of Optimization Algorithms -- Problems and Perspectives (Seminar)},
author = {Thomas Bartz-Beielstein},
year = {2007},
date = {2007-01-01},
howpublished = {Tilburg University NL},
keywords = {experimental research, optimization},
pubstate = {published},
tppubtype = {misc}
}
Mehnen, Jörn; Michelitsch, Thomas; Lasarczyk, Christian; Bartz--Beielstein, Thomas
Multi-objective evolutionary design of mold temperature control using DACE for parameter optimization Artikel
In: International Journal of Applied Electromagnetics and Mechanics, Bd. 25, Nr. 1--4, S. 661–667, 2007.
@article{MMLB07a,
title = {Multi-objective evolutionary design of mold temperature control using DACE for parameter optimization},
author = {Jörn Mehnen and Thomas Michelitsch and Christian Lasarczyk and Thomas Bartz--Beielstein},
url = {http://iospress.metapress.com/content/751K5GG10P79Q501},
year = {2007},
date = {2007-01-01},
journal = {International Journal of Applied Electromagnetics and Mechanics},
volume = {25},
number = {1--4},
pages = {661--667},
keywords = {Control, Evolutionary Algorithm, multi-objective, optimization},
pubstate = {published},
tppubtype = {article}
}
Bartz--Beielstein, Thomas; Blum, Daniel; Branke, Jürgen
Particle Swarm Optimization and Sequential Sampling in Noisy Environments Buchabschnitt
In: Doerner, Karl F.; others, (Hrsg.): Metaheuristics--Progress in Complex Systems Optimization, S. 261-273, Springer, Berlin, Heidelberg, New York, 2007.
@incollection{BBB07,
title = {Particle Swarm Optimization and Sequential Sampling in Noisy Environments},
author = {Thomas Bartz--Beielstein and Daniel Blum and Jürgen Branke},
editor = {Karl F. Doerner and others},
year = {2007},
date = {2007-01-01},
booktitle = {Metaheuristics--Progress in Complex Systems Optimization},
pages = {261-273},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
series = {Springer Operations Research and Computer Science Interfaces Book Series},
keywords = {noise, optimization, PSO, sequential optimization},
pubstate = {published},
tppubtype = {incollection}
}
Preuss, Mike; Bartz-Beielstein, Thomas
Sequential Parameter Optimization Applied to Self-Adaptation for Binary-Coded Evolutionary Algorithms Buchabschnitt
In: Lobo, Fernando; Lima, Claudio; Michalewicz, Zbigniew (Hrsg.): Parameter Setting in Evolutionary Algorithms, S. 91–120, Springer, Berlin, Heidelberg, New York, 2007.
@incollection{Preu07a,
title = {Sequential Parameter Optimization Applied to Self-Adaptation for Binary-Coded Evolutionary Algorithms},
author = {Mike Preuss and Thomas Bartz-Beielstein},
editor = {Fernando Lobo and Claudio Lima and Zbigniew Michalewicz},
year = {2007},
date = {2007-01-01},
booktitle = {Parameter Setting in Evolutionary Algorithms},
pages = {91--120},
publisher = {Springer},
address = {Berlin, Heidelberg, New York},
series = {Studies in Computational Intelligence},
keywords = {optimization, Self-Adaptation, sequential optimization},
pubstate = {published},
tppubtype = {incollection}
}
2006
Bartz-Beielstein, Thomas; Preuss, Mike
Considerations of Budget Allocation for Sequential Parameter Optimization (SPO) Proceedings Article
In: Paquete, Luis (Hrsg.): Workshop on Empirical Methods for the Analysis of Algorithms, Proceedings, S. 35–40, Reykjavik, Iceland, 2006.
@inproceedings{Bart06j,
title = {Considerations of Budget Allocation for Sequential Parameter Optimization (SPO)},
author = {Thomas Bartz-Beielstein and Mike Preuss},
editor = {Luis Paquete},
year = {2006},
date = {2006-01-01},
booktitle = {Workshop on Empirical Methods for the Analysis of Algorithms, Proceedings},
pages = {35--40},
address = {Reykjavik, Iceland},
keywords = {optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
Bartz-Beielstein, Thomas; Chmielewski, Annette; Janas, Michael; Naujoks, Boris; Scheffermann, Robert
Optimizing door assignment in LTL-terminals by evolutionary multiobjective algorithms Proceedings Article
In: Fogel, D. (Hrsg.): Proc. 2006 Congress on Evolutionary Computation (CEC'06) within Fourth IEEE World Congress on Computational Intelligence (WCCI'06), Vancouver BC, S. 348-354, IEEE Press, Piscataway NJ, 2006.
@inproceedings{Bart06e,
title = {Optimizing door assignment in LTL-terminals by evolutionary multiobjective algorithms},
author = {Thomas Bartz-Beielstein and Annette Chmielewski and Michael Janas and Boris Naujoks and Robert Scheffermann},
editor = {D. Fogel},
year = {2006},
date = {2006-01-01},
booktitle = {Proc. 2006 Congress on Evolutionary Computation (CEC'06) within Fourth IEEE World Congress on Computational Intelligence (WCCI'06), Vancouver BC},
pages = {348-354},
publisher = {IEEE Press},
address = {Piscataway NJ},
keywords = {evolution, Evolutionary Algorithm, multi-objective, optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
64 Einträge « ‹ 1 von 2
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64 Einträge « ‹ 1 von 7
› » 1.
Konen, Wolfgang
Towards Learning Rubik's Cube with N-tuple-based Reinforcement Learning Artikel
In: arXiv preprint arXiv:2301.12167, 2023.
@article{Konen2023,
title = {Towards Learning Rubik's Cube with N-tuple-based Reinforcement Learning},
author = {Wolfgang Konen},
url = {https://arxiv.org/abs/2301.12167},
year = {2023},
date = {2023-01-01},
urldate = {2023-01-01},
journal = {arXiv preprint arXiv:2301.12167},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
2.
Konen, Wolfgang
The GBG Class Interface Tutorial V2.3: General Board Game Playing and Learning Forschungsbericht
TH Köln 2022.
@techreport{Konen2022,
title = {The GBG Class Interface Tutorial V2.3: General Board Game Playing and Learning},
author = {Wolfgang Konen},
url = {https://www.gm.fh-koeln.de/ciopwebpub/Konen22a.d/TR-GBG.pdf},
year = {2022},
date = {2022-09-01},
institution = {TH Köln},
school = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
3.
Scheiermann, Johannes; Konen, Wolfgang
AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time Artikel
In: arXiv preprint arXiv:2204.13307, 2022, (Preprint of the IEEE ToG 2022 paper).
@article{Scheier2022arXiv,
title = {AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time},
author = {Johannes Scheiermann and Wolfgang Konen},
url = {https://arxiv.org/abs/2204.13307},
year = {2022},
date = {2022-01-01},
journal = {arXiv preprint arXiv:2204.13307},
note = {Preprint of the IEEE ToG 2022 paper},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
4.
Scheiermann, Johannes; Konen, Wolfgang
AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time Artikel
In: IEEE Transactions on Games, 2022.
@article{Scheier2022,
title = {AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time},
author = {Johannes Scheiermann and Wolfgang Konen},
url = {https://ieeexplore.ieee.org/document/9893320},
doi = {10.1109/TG.2022.3206733},
year = {2022},
date = {2022-01-01},
urldate = {2022-01-01},
journal = {IEEE Transactions on Games},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
5.
Bagheri, Samineh; Reinicke, Ulf; Anders, Denis; Konen, Wolfgang
Surrogate-assisted optimization for augmentation of finite element techniques Artikel
In: Journal of Computational Science, Bd. 54, S. 101427, 2021.
@article{Bagheri2021,
title = {Surrogate-assisted optimization for augmentation of finite element techniques},
author = {Samineh Bagheri and Ulf Reinicke and Denis Anders and Wolfgang Konen},
url = {https://doi.org/10.1016/j.jocs.2021.101427},
year = {2021},
date = {2021-01-01},
journal = {Journal of Computational Science},
volume = {54},
pages = {101427},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
6.
Konen, Wolfgang; Bagheri, Samineh
Final adaptation reinforcement learning for N-player games Artikel
In: arXiv preprint arXiv:2111.14375, 2021.
@article{Konen2021,
title = {Final adaptation reinforcement learning for N-player games},
author = {Wolfgang Konen and Samineh Bagheri},
url = {https://arxiv.org/abs/2111.14375},
year = {2021},
date = {2021-01-01},
journal = {arXiv preprint arXiv:2111.14375},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
7.
Bagheri, Samineh
Self-Adjusting Surrogate-Assisted Optimization Techniques for Expensive Constrained Black Box Problems Promotionsarbeit
Leiden University and TH Köln, 2020, (PhD thesis).
@phdthesis{Bagheri2020,
title = {Self-Adjusting Surrogate-Assisted Optimization Techniques for Expensive Constrained Black Box Problems},
author = {Samineh Bagheri},
year = {2020},
date = {2020-04-01},
institution = {Institut für Informatik},
school = {Leiden University and TH Köln},
note = {PhD thesis},
keywords = {},
pubstate = {published},
tppubtype = {phdthesis}
}
8.
Konen, Wolfgang; Bagheri, Samineh
Reinforcement Learning for N-Player Games: The Importance of Final Adaptation Proceedings Article
In: Vasile, Bogdan Filipic Massimiliano (Hrsg.): 9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA), Bruxelles, 2020.
@inproceedings{Konen20bc,
title = {Reinforcement Learning for N-Player Games: The Importance of Final Adaptation},
author = {Wolfgang Konen and Samineh Bagheri},
editor = {Bogdan Filipic Massimiliano Vasile},
url = {http://www.gm.fh-koeln.de/ciopwebpub/Konen20b.d/bioma20-TDNTuple.pdf},
year = {2020},
date = {2020-01-01},
booktitle = {9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)},
address = {Bruxelles},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
9.
Konen, Wolfgang; Bagheri, Samineh
Final Adaptation Reinforcement Learning for N-Player Games Forschungsbericht
Research Center CIOP (Computational Intelligence, Optimization and Data Mining) 2020.
@techreport{Konen20b_TRb,
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}
}
10.
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) 2020.
@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 = {2020-01-01},
institution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},
keywords = {},
pubstate = {published},
tppubtype = {techreport}
}
64 Einträge « ‹ 1 von 7
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