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[ Erich Schubert | Themen | Publications | Studentenarbeiten ]

(Siehe auch: DBLP Eintrag, Google Scholar)

2017
40G. Casanova, E. Englmeier, M. Houle, P. Kroeger, M. Nett, E. Schubert, A. Zimek
Dimensional Testing for Reverse k-Nearest Neighbor Search
Proceedings of the VLDB Endowment, 10(7): 769–780, 2017.
2016
39G. O. Campos, A. Zimek, J. Sander, R. J. G. B. Campello, B. Micenková, E. Schubert, I. Assent, M. E. Houle
On the Evaluation of Unsupervised Outlier Detection: Measures, Datasets, and an Empirical Study
Data Mining and Knowledge Discovery, 30: 891–927, 2016.
38H.-P. Kriegel, E. Schubert, A. Zimek
The (black) art of runtime evaluation: Are we comparing algorithms or implementations?
Knowledge and Information Systems (KAIS): 1–38, 2016.
37E. Schubert, M. Weiler, H.-P. Kriegel
SPOTHOT: Scalable Detection of Geo-spatial Events in Large Textual Streams
In Proceedings of the 28th International Conference on Scientific and Statistical Database Management (SSDBM), Budapest, Hungary, 2016.
36G. O. Campos, A. Zimek, J. Sander, R. J. G. B. Campello, B. Micenková, E. Schubert, I. Assent, M. E. Houle
On the Evaluation of Outlier Detection: Measures, Datasets, and an Empirical Study Continued
In Proceedings of the LWDA 2016 Workshops: KDML, FGWM, FGIR, and FGDB, Potsdam, Germany: 234, 2016.
35E. Schubert, M. Weiler, H.-P. Kriegel
Scalable Detection of Emerging Topics and Geo-spatial Events in Large Textual Streams
In Proceedings of the LWDA 2016 Workshops: KDML, FGWM, FGIR, and FGDB, Potsdam, Germany, 2016.
2015
34E. Schubert, A. Koos, T. Emrich, A. Züfle, K. A. Schmid, A. Zimek
A Framework for Clustering Uncertain Data
Proceedings of the VLDB Endowment, 8(12): 1976–1979, 2015.
33E. Schubert, M. Weiler, A. Zimek
Outlier Detection and Trend Detection: Two Sides of the Same Coin
In 1st International Workshop on Event Analytics using Social Media Data at the 15th IEEE International Conference on Data Mining (ICDM), Atlantic City, NJ, 2015.
32E. Schubert, A. Zimek, H.-P. Kriegel
Fast and Scalable Outlier Detection with Approximate Nearest Neighbor Ensembles
In Proceedings of the 20th International Conference on Database Systems for Advanced Applications (DASFAA), Hanoi, Vietnam: 19–36, 2015.
31E. Schubert, OpenStreetMap Contributors
Fast Reverse Geocoder using OpenStreetMap data
Open Data LMU, 2015.
2014
30E. Schubert, A. Zimek, H.-P. Kriegel
Local Outlier Detection Reconsidered: a Generalized View on Locality with Applications to Spatial, Video, and Network Outlier Detection
Data Mining and Knowledge Discovery, 28(1): 190–237, 2014.
29E. Schubert, A. Zimek, H.-P. Kriegel
Generalized Outlier Detection with Flexible Kernel Density Estimates
In Proceedings of the 14th SIAM International Conference on Data Mining (SDM), Philadelphia, PA: 542–550, 2014.
28E. Schubert, M. Weiler, H.-P. Kriegel
SigniTrend: Scalable Detection of Emerging Topics in Textual Streams by Hashed Significance Thresholds
In Proceedings of the 20th ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD), New York, NY: 871–880, 2014.
27X. H. Dang, I. Assent, R. T. Ng, A. Zimek, E. Schubert
Discriminative Features for Identifying and Interpreting Outliers
In Proceedings of the 30th International Conference on Data Engineering (ICDE), Chicago, IL: 88–99, 2014.
2013
26E. Schubert, A. Zimek, H.-P. Kriegel
Geodetic Distance Queries on R-Trees for Indexing Geographic Data
In Proceedings of the 13th International Symposium on Spatial and Temporal Databases (SSTD), Munich, Germany: 146–164, 2013.
25E. Achtert, H.-P. Kriegel, E. Schubert, A. Zimek
Interactive Data Mining with 3D-Parallel-Coordinate-Trees
In Proceedings of the ACM International Conference on Management of Data (SIGMOD), New York City, NY: 1009–1012, 2013.
24A. Zimek, E. Schubert, H.-P. Kriegel
Outlier Detection in High-Dimensional Data
Tutorial at the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Gold Coast, Australia, 2013.
23E. Schubert
Generalized and Efficient Outlier Detection for Spatial, Temporal, and High-Dimensional Data Mining
PhD Thesis, Ludwig-Maximilians-Universität München, Munich, Germany, 2013.
2012
22A. Zimek, E. Schubert, H.-P. Kriegel
A Survey on Unsupervised Outlier Detection in High-Dimensional Numerical Data
Statistical Analysis and Data Mining, 5(5): 363–387, 2012.
21H.-P. Kriegel, P. Kröger, E. Schubert, A. Zimek
Outlier Detection in Arbitrarily Oriented Subspaces
In Proceedings of the 12th IEEE International Conference on Data Mining (ICDM), Brussels, Belgium: 379–388, 2012.
20E. 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: 1047–1058, 2012.
19E. Achtert, S. Goldhofer, H.-P. Kriegel, E. Schubert, A. Zimek
Evaluation of Clusterings – Metrics and Visual Support
In Proceedings of the 28th International Conference on Data Engineering (ICDE), Washington, DC: 1285–1288, 2012.
18A. Zimek, E. Schubert, H.-P. Kriegel
Outlier Detection in High-Dimensional Data
Tutorial at the 12th International Conference on Data Mining (ICDM), Brussels, Belgium, 2012.
2011
17H.-P. Kriegel, E. Schubert, A. Zimek
Evaluation of Multiple Clustering Solutions
In 2nd MultiClust Workshop: Discovering, Summarizing and Using Multiple Clusterings Held in Conjunction with ECML PKDD 2011, Athens, Greece: 55–66, 2011.
16H.-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.
15T. Bernecker, M. E. Houle, H.-P. Kriegel, P. Kröger, M. Renz, E. Schubert, A. Zimek
Quality of Similarity Rankings in Time Series
In Proceedings of the 12th International Symposium on Spatial and Temporal Databases (SSTD), Minneapolis, MN: 422–440, 2011.
14E. 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
13E. 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.
12M. E. Houle, H.-P. Kriegel, P. Kröger, E. Schubert, A. Zimek
Can Shared-Neighbor Distances Defeat the Curse of Dimensionality?
In Proceedings of the 22nd International Conference on Scientific and Statistical Database Management (SSDBM), Heidelberg, Germany: 482–500, 2010.
11T. Bernecker, T. Emrich, F. Graf, H.-P. Kriegel, P. Kröger, M. Renz, E. Schubert, A. Zimek
Subspace Similarity Search: Efficient k-NN Queries in Arbitrary Subspaces
In Proceedings of the 22nd International Conference on Scientific and Statistical Database Management (SSDBM), Heidelberg, Germany: 555–564, 2010.
10T. Bernecker, T. Emrich, F. Graf, H.-P. Kriegel, P. Kröger, M. Renz, E. Schubert, A. Zimek
Subspace Similarity Search Using the Ideas of Ranking and Top-k Retrieval
In Proceedings of the 26th International Conference on Data Engineering (ICDE) Workshop on Ranking in Databases (DBRank), Long Beach, CA: 4–9, 2010.
9I. Färber, S. Günnemann, H.-P. Kriegel, P. Kröger, E. Müller, E. Schubert, T. Seidl, A. Zimek
On Using Class-Labels in Evaluation of Clusterings
In MultiClust: 1st International Workshop on Discovering, Summarizing and Using Multiple Clusterings Held in Conjunction with KDD 2010, Washington, DC, 2010.
2009
8E. Achtert, T. Bernecker, H.-P. Kriegel, E. Schubert, A. Zimek
ELKI in Time: ELKI 0.2 for the Performance Evaluation of Distance Measures for Time Series
In Proceedings of the 11th International Symposium on Spatial and Temporal Databases (SSTD), Aalborg, Denmark: 436–440, 2009.
7H.-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.
6H.-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.
2008
5H.-P. Kriegel, P. Kröger, E. Schubert, A. Zimek
A General Framework for Increasing the Robustness of PCA-based Correlation Clustering Algorithms
In Proceedings of the 20th International Conference on Scientific and Statistical Database Management (SSDBM), Hong Kong, China: 418–435, 2008.
4E. Schubert
Statistical Approaches for Robustifying Correlation Clustering Algorithms
Ludwig-Maximilians-Universität München, Munich, Germany, 2008.
2005
3P. F. Riley, E. Schubert
mReplay: Mobile Sports Replay and Fan Democracy
In Axmedis 2005: Proceedings of the 1st International conference on Automated production of Cross Media content for Multi-channel distribution, 2005.
2E. Schubert, S. Schaffert, F. Bry
Structure-Preserving Difference Search for XML Documents
In Proceedings of the Extreme Markup Languages 2005 Conference, Montreal, Quebec, Canada, 2005.
1E. Schubert
Structure Preserving Difference Search in Semistructured Data
Ludwig-Maximilians-Universität München, Munich, Germany, 2005.
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