2008
Datenanalyse und Prozessoptimierung am Beispiel Kläranlagen Technical Report
Cologne University of Applied Sciences 2008.
Reinforcement Learning für Brettspiele: Der Temporal Difference Algorithmus Technical Report
Cologne University of Applied Sciences 2008.
Reinforcement Learning für strategische Brettspiele Technical Report
Cologne University of Applied Sciences 2008.
2007
Computational Intelligence und Data Mining -- Portfoliooptimierung unter Nebenbedingungen Technical Report
Cologne University of Applied Sciences 2007.
Computational Intelligence und Data Mining -- Moderne statistische Verfahren zur experimentellen Versuchsplanung Technical Report
FH Köln 2007.
Datenanalyse und Prozessoptimierung für Kanalnetze und Kläranlagen mit CI-Methoden Proceedings Article
In: Mikut, Ralf; Reischl, Markus (Hrsg.): Proc. 17th Workshop Computational Intelligence, S. 132–138, Universitätsverlag, Karlsruhe, 2007.
Computational Intelligence und Data Mining -- Datenanalyse und Prozessoptimierung am Beispiel Kläranlagen Technical Report
Cologne University of Applied Sciences 2007.
Computational Intelligence und Data Mining -- Business Intelligence an Hochschulen Technical Report
Cologne University of Applied Sciences 2007.
Suchfeld
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.
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.
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.
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).
Self-adjusting parameter control for surrogate-assisted constrained optimization under limited budgets Journal Article
In: Applied Soft Computing, Bd. 61, S. 377-393, 2017, ISSN: 1568-4946.
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**).
Equality Constraint Handling for Surrogate-Assisted Constrained Optimization Proceedings Article
In: Tan, Kay Chen (Hrsg.): WCCI'2016, Vancouver, S. 1924–1931, IEEE, 2016.
Online Adaptable Learning Rates for the Game Connect-4 Journal Article
In: IEEE Transactions on Computational Intelligence and AI in Games, Bd. 8, Nr. 1, S. 33-42, 2016, (accepted 11/2014).
Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control Technical Report
Research Center CIOP (Computational Intelligence, Optimization and Data Mining) Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, Nr. 06/15; arXiv: 1512.09251, 2015, ISSN: 2191-365X, (e-print published at http://arxiv.org/abs/1512.09251).
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**).