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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.
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
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
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
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; 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.
2011
- 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.
2010
- Faisal Shafait; Matthias Reif; Christian Kofler; Thomas Breuel
Pattern Recognition Engineering. In: RapidMiner Community Meeting and Conference. RapidMiner Community Meeting and Conference (RCOMM-10), September 13-16, Dortmund, Germany, Online, 9/2010.
- Sarah Daniel Abdelmessih; Faisal Shafait; Matthias Reif; Markus Goldstein
Landmarking for Meta-Learning using RapidMiner. In: RapidMiner Community Meeting and Conference. RapidMiner Community Meeting and Conference (RCOMM-10), September 13-16, Dortmund, Germany, Online, 9/2010.
2009
- Markus Goldstein; Matthias Reif; Armin Stahl; Thomas Breuel
Server-side Prediction of Source IP Addresses using Density Estimation. In: Availability, Reliability and Security, 2009. ARES 09. Fourth International Conference on. International Conference on Availability, Reliability and Security (ARES-2009), ARES - The International Dependability Conference, March 16-19, Fukuoka, Japan, Pages 82-89, ISBN 978-0-7695-3564-7, IEEE Computer Society Press, 3/2009.
2008
- Markus Goldstein; Christoph Lampert; Matthias Reif; Armin Stahl; Thomas Breuel
Bayes Optimal DDoS Mitigation by Adaptive History-Based IP Filtering. In: Seventh International Conference on Networking. Seventh International Conference on Networking (ICN-2008), April 13-19, Cancun, Mexico, Pages 174-179, IEEE Computer Society, 4/2008.
- Matthias Reif; Markus Goldstein; Armin Stahl; Thomas Breuel
Anomaly Detection by Combining Decision Trees and Parametric Densities. In: Pattern Recognition, 2008. ICPR 2008. 19th International Conference on Pattern Recognition (ICPR-2008), December 8-11, Tampa, FL, United States, IEEE, 12/2008.
- Markus Goldstein; Matthias Reif; Armin Stahl; Thomas Breuel
High Performance Traffic Shaping for DDoS Mitigation. In: Proceedings of the 2008 ACM CoNEXT conference. 4th ACM International Conference on emerging Networking EXperiments and Technologies (CoNEXT-2008), December 9-12, Madrid, Spain, ISBN 978-1-60558-264-1, ACM, 12/2008.
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