DFKI-LT - Publications

2013
 
Salma Tayel, Matthias Reif, Andreas Dengel
Rule-based Complaint Detection using RapidMiner
in: Simon Fischer, Ingo Mierswa, João Mendes Moreira, Carlos Soares (eds.):
RCOMM 2013, Pages 141-149, Porto, Portugal, Shaker-Verlag, Aachen, 8/2013
 
Markus Goldstein, Stefan Asanger, Matthias Reif, Andrew Hutchinson
Enhancing Security Event Management Systems with Unsupervised Anomaly Detection
Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods, Pages 530-538, Barcelona, Spain, SciTePress, INSTICC, 2/2013
 
Matthias Reif, Annika Leveringhaus, Faisal Shafait, Andreas Dengel
Predicting Classifier Combinations
Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods, Barcelona, Spain, SciTePress, INSTICC, 2013
 
2012
 
Matthias Reif, Faisal Shafait, Markus Goldstein, Thomas Breuel, Andreas Dengel
Automatic classifier selection for non-experts
Pattern Analysis and Applications volume 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 (eds.):
Proceedings of the First International Conference on Pattern Recognition Applications and Methods, Vilamoura, Portugal, SciTePress, 2/2012
 
Matthias Reif, Faisal Shafait, Andreas Dengel
Meta²-Features: Providing Meta-Learners More Information
in: Stefan Wölfl (ed.):
KI-2012: Poster and Demo Track, Pages 74-77, Saarbrücken, Germany, online, 2012
 
Matthias Reif, Faisal Shafait, Andreas Dengel
Dataset Generation for Meta-Learning
in: Stefan Wölfl (ed.):
KI-2012: Poster and Demo Track, Pages 69-73, Saarbrücken, Germany, online, 2012
 
Matthias Reif, Faisal Shafait, Andreas Dengel
Meta-learning for evolutionary parameter optimization of classifiers
Machine Learning volume 87 number 3, Pages 357-380, Springer Netherlands, 2012
 
2011
 
Matthias Reif, Faisal Shafait, Andreas Dengel
Prediction of Classifier Training Time Including Parameter Optimization
in: Joscha Bach, Stefan Edelkamp (eds.):
Proceedings of the 34th Annual German Conference on Artificial Intelligence volume 7006,
Lecture Notes in Computer Science, Pages 260-271, Berlin, Germany, Springer, Berlin, Heidelberg, 10/2011
 
2010
 
Sarah Daniel Abdelmessih, Faisal Shafait, Matthias Reif, Markus Goldstein
Landmarking for Meta-Learning using RapidMiner
RapidMiner Community Meeting and Conference, Dortmund, Germany, Online, 9/2010
 
Faisal Shafait, Matthias Reif, Christian Kofler, Thomas Breuel
Pattern Recognition Engineering
RapidMiner Community Meeting and Conference, Dortmund, Germany, Online, 9/2010
 
2009
 
Markus Goldstein, Matthias Reif, Armin Stahl, Thomas Breuel
Server-side Prediction of Source IP Addresses using Density Estimation
Availability, Reliability and Security, 2009. ARES 09. Fourth International Conference on, Pages 82-89, Fukuoka, Japan, IEEE Computer Society Press, 3/2009
 
2008
 
Matthias Reif, Markus Goldstein, Armin Stahl, Thomas Breuel
Anomaly Detection by Combining Decision Trees and Parametric Densities
Pattern Recognition, 2008. ICPR 2008., Tampa, FL, USA, IEEE, 12/2008
 
Markus Goldstein, Matthias Reif, Armin Stahl, Thomas Breuel
High Performance Traffic Shaping for DDoS Mitigation
Proceedings of the 2008 ACM CoNEXT conference, Madrid, Spain, ACM, SIGCOMM, 12/2008
 
Markus Goldstein, Christoph Lampert, Matthias Reif, Armin Stahl, Thomas Breuel
Bayes Optimal DDoS Mitigation by Adaptive History-Based IP Filtering
Seventh International Conference on Networking, Pages 174-179, Cancun, Mexico, IEEE Computer Society, 4/2008