Embedded Intelligence

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1. Markus Goldstein

   Anomaly Detection in Large Datasets

   PhD-Thesis, Technische Universität Kaiserslautern, ISBN 978-3-8439-1572-4, Dr. Hut, München, 2/2014.

2. Markus Goldstein

   Anomaly Detection in Large Datasets

   PhD-Thesis, DFKI, 2014.

3. Markus Goldstein

   Anomaly Detection

   In: Markus Hofmann; Ralf Klinkenberg. RapidMiner: Data Mining Use Cases and Business Analytics Applications. Pages 367-394, Data Mining and Knowledge …

4. Mennatallah Amer; Markus Goldstein; Slim Abdennadher

   Enhancing One-class Support Vector Machines for Unsupervised Anomaly Detection

   In: Proceedings of the ACM SIGKDD Workshop on Outlier Detection and Description (ODD). International Conference on Knowledge Discovery and Data Mining …

5. Johann Gebhardt; Markus Goldstein; Faisal Shafait; Andreas Dengel

   Document Authentication using Printing Technique Features and Unsupervised Anomaly Detection

   In: Proceedings of the 12th International Conference on Document Analysis and Recognition. International Conference on Document Analysis and …

6. 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 …

7. Markus Goldstein

   FastLOF: An Expectation-Maximization based Local Outlier Detection Algorithm

   In: Proceedings of the 21st International Conference on Pattern Recognition. International Conference on Pattern Recognition (ICPR-2012), 21st, …

8. Markus Goldstein; Andreas Dengel

   Histogram-based Outlier Score (HBOS): A fast Unsupervised Anomaly Detection Algorithm

   In: Stefan Wölfl (Hrsg.). KI-2012: Poster and Demo Track. German Conference on Artificial Intelligence (KI-2012), 35th, September 24-27, Saarbrücken, …

9. Mennatallah Amer; Markus Goldstein

   Nearest-Neighbor and Clustering based Anomaly Detection Algorithms for RapidMiner

   In: Simon Fischer; Ingo Mierswa (Hrsg.). Proceedings of the 3rd RapidMiner Community Meeting and Conferernce (RCOMM 2012). RapidMiner Community …

10. 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.

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