Objectives
Techniques
Angle-based Outlier Detection (ABOD)
Local Outlier Probabilities (LoOP)
Outlier Detection in High Dimensional Data
Publications
| 2012 | |
| 12 | E. Schubert, R. Wojdanowski, A. Zimek, H.-P. Kriegel On Evaluation of Outlier Rankings and Outlier Scores In Proceedings of the 12th SIAM International Conference on Data Mining (SDM), Anaheim, CA, 2012. |
| 2011 | |
| 11 | H.-P. Kriegel, P. Kröger, E. Schubert, A. Zimek Interpreting and Unifying Outlier Scores In Proceedings of the 11th SIAM International Conference on Data Mining (SDM), Mesa, AZ: 13–24, 2011. |
| 10 | E. Achtert, A. Hettab, H.-P. Kriegel, E. Schubert, A. Zimek Spatial Outlier Detection: Data, Algorithms, Visualizations In Proceedings of the 12th International Symposium on Spatial and Temporal Databases (SSTD), Minneapolis, MN: 512–516, 2011. |
| 2010 | |
| 9 | E. Achtert, H.-P. Kriegel, L. Reichert, E. Schubert, R. Wojdanowski, A. Zimek Visual Evaluation of Outlier Detection Models In Proceedings of the 15th International Conference on Database Systems for Advanced Applications (DASFAA), Tsukuba, Japan: 396–399, 2010. |
| 8 | H.-P. Kriegel, P. Kröger, A. Zimek Outlier Detection Techniques Tutorial at the 16th ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD), Washington, DC, 2010. |
| 7 | H.-P. Kriegel, P. Kröger, A. Zimek Outlier Detection Techniques Tutorial at the 10th SIAM International Conference on Data Mining (SDM), Columbus, OH, 2010. |
| 2009 | |
| 6 | H.-P. Kriegel, P. Kröger, E. Schubert, A. Zimek Outlier Detection in Axis-Parallel Subspaces of High Dimensional Data In Proceedings of the 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Bangkok, Thailand: 831–838, 2009. |
| 5 | H.-P. Kriegel, P. Kröger, E. Schubert, A. Zimek LoOP: Local Outlier Probabilities In Proceedings of the 18th ACM Conference on Information and Knowledge Management (CIKM), Hong Kong, China: 1649–1652, 2009. |
| 4 | H.-P. Kriegel, P. Kröger, A. Zimek Outlier Detection Techniques Tutorial at the 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Bangkok, Thailand, 2009. |
| 2008 | |
| 3 | H.-P. Kriegel, M. Schubert, A. Zimek Angle-Based Outlier Detection in High-dimensional Data In Proceedings of the 14th ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD), Las Vegas, NV: 444–452, 2008. |
| 2000 | |
| 2 | M. M. Breunig, H.-P. Kriegel, R.T. Ng, J. Sander LOF: Identifying Density-based Local Outliers In Proceedings of the ACM International Conference on Management of Data (SIGMOD), Dallas, TX: 93–104, 2000. |
| 1999 | |
| 1 | M. M. Breunig, H.-P. Kriegel, R. Ng, J. Sander OPTICS-OF: Identifying Local Outliers In Proceedings of the 3rd European Conference on Principles of Data Mining and Knowledge Discovery (PKDD), Prague, Czech Republic: 262–270, 1999. |
Team
| Scientific Head: | Prof. Dr. Hans-Peter Kriegel |
| Project Leaders: | |
| Current Members: |
