Publications

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Salma Tayel; Matthias Reif; Andreas Dengel
Rule-based Complaint Detection using RapidMiner
In: Simon Fischer; Ingo Mierswa; João Mendes Moreira; Carlos Soares (Hrsg.). RCOMM 2013. RapidMiner Community Meeting and Conference (RCOMM-2013), August 27-30, Porto, Portugal, Pages 141-149, ISBN 978-3-8440-2145-5, Shaker-Verlag, Aachen, 8/2013.
Markus Goldstein; Stefan Asanger; Matthias Reif; Andrew Hutchinson
Enhancing Security Event Management Systems with Unsupervised Anomaly Detection
In: Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods. International Conference on Pattern Recognition Applications and Methods (ICPRAM-2013), February 15-18, Barcelona, Spain, Pages 530-538, ISBN 978-989-8565-41-9, SciTePress, 2/2013.
Matthias Reif; Annika Leveringhaus; Faisal Shafait; Andreas Dengel
Predicting Classifier Combinations
In: Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods. International Conference on Pattern Recognition Applications and Methods (ICPRAM-13), 2nd, February 15-18, Barcelona, Spain, SciTePress, 2013.
Matthias Reif
Automatic Support for the Development of Classification Systems
PhD-Thesis, DFKI, 2013.
Matthias Reif; Faisal Shafait; Markus Goldstein; Thomas Breuel; Andreas Dengel
Automatic classifier selection for non-experts
In: Pattern Analysis and Applications (PAA), Vol. July 2012, Pages 1-14, Springer-Verlag, 7/2012.
Matthias Reif
A Comprehensive Dataset for Evaluating Approaches of various Meta-Learning Tasks
In: J. Salvador Sánchez; Pedro Latorre Carmona (Hrsg.). Proceedings of the First International Conference on Pattern Recognition Applications and Methods. International Conference on Pattern Recognition Applications and Methods (ICPRAM-12), February 6-8, Vilamoura, Portugal, SciTePress, 2/2012.
Matthias Reif; Faisal Shafait; Andreas Dengel
Dataset Generation for Meta-Learning
In: Stefan Wölfl (Hrsg.). KI-2012: Poster and Demo Track. German Conference on Artificial Intelligence (KI-12), 35th, September 24-27, Saarbrücken, Germany, Pages 69-73, online, 2012.
Matthias Reif; Faisal Shafait; Andreas Dengel
Meta-learning for evolutionary parameter optimization of classifiers
In: Machine Learning, Vol. 87, No. 3, Pages 357-380, Springer Netherlands, 2012.
Matthias Reif; Faisal Shafait; Andreas Dengel
Meta²-Features: Providing Meta-Learners More Information
In: Stefan Wölfl (Hrsg.). KI-2012: Poster and Demo Track. German Conference on Artificial Intelligence (KI-12), 35th, September 24-27, Saarbrücken, Germany, Pages 74-77, online, 2012.
Matthias Reif; Faisal Shafait; Andreas Dengel
Prediction of Classifier Training Time Including Parameter Optimization
In: Joscha Bach; Stefan Edelkamp (Hrsg.). Proceedings of the 34th Annual German Conference on Artificial Intelligence. German Conference on Artificial Intelligence (KI-11), 34th, October 4-7, Berlin, Germany, Pages 260-271, Lecture Notes in Computer Science (LNCS), Vol. 7006, ISBN 978-3-642-24454-4, Springer, Berlin, Heidelberg, 10/2011.