Erich Schubert
Erich Schubert
Professor of Data Mining, TU Dortmund University
Verified email at cs.tu-dortmund.de - Homepage
Title
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Year
A survey on unsupervised outlier detection in high‐dimensional numerical data
A Zimek, E Schubert, HP Kriegel
Statistical Analysis and Data Mining: The ASA Data Science Journal 5 (5 …, 2012
5612012
DBSCAN revisited, revisited: why and how you should (still) use DBSCAN
E Schubert, J Sander, M Ester, HP Kriegel, X Xu
ACM Transactions on Database Systems (TODS) 42 (3), 1-21, 2017
4322017
LoOP: local outlier probabilities
HP Kriegel, P Kröger, E Schubert, A Zimek
Proceedings of the 18th ACM conference on Information and knowledge …, 2009
4062009
On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study
GO Campos, A Zimek, J Sander, RJGB Campello, B Micenková, ...
Data mining and knowledge discovery 30 (4), 891-927, 2016
3382016
Can shared-neighbor distances defeat the curse of dimensionality?
ME Houle, HP Kriegel, P Kröger, E Schubert, A Zimek
International conference on scientific and statistical database management …, 2010
2522010
Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection
E Schubert, A Zimek, HP Kriegel
Data mining and knowledge discovery 28 (1), 190-237, 2014
2382014
Outlier detection in axis-parallel subspaces of high dimensional data
HP Kriegel, P Kröger, E Schubert, A Zimek
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 831-838, 2009
2212009
Interpreting and Unifying Outlier Scores
HP Kriegel, P Kröger, E Schubert, A Zimek
SIAM International Conference on Data Mining (SDM), 2011
2142011
A framework for clustering uncertain data
E Schubert, A Koos, T Emrich, A Züfle, KA Schmid, A Zimek
Proceedings of the VLDB Endowment 8 (12), 1976-1979, 2015
1462015
On Evaluation of Outlier Rankings and Outlier Scores
E Schubert, R Wojdanowski, HP Kriegel, A Zimek
SIAM Data Mining 2012, 2012
1432012
Generalized outlier detection with flexible kernel density estimates
E Schubert, A Zimek, HP Kriegel
Proceedings of the 2014 SIAM International Conference on Data Mining, 542-550, 2014
1272014
The (black) art of runtime evaluation: Are we comparing algorithms or implementations?
HP Kriegel, E Schubert, A Zimek
Knowledge and Information Systems 52 (2), 341-378, 2017
1262017
On using class-labels in evaluation of clusterings
I Färber, S Günnemann, HP Kriegel, P Kröger, E Müller, E Schubert, ...
MultiClust: 1st international workshop on discovering, summarizing and using …, 2010
1232010
A General Framework for Increasing the Robustness of PCA-Based Correlation Clustering Algorithms
HP Kriegel, P Kröger, E Schubert, A Zimek
Scientific and Statistical Database Management, 418-435, 2008
1162008
Evaluation of Clusterings–Metrics and Visual Support
E Achtert, S Goldhofer, HP Kriegel, E Schubert, A Zimek
IEEE 28th International Conference on Data Engineering (ICDE), 2012, 1285-1288, 2012
1092012
Outlier Detection in Arbitrarily Oriented Subspaces
HP Kriegel, P Kröger, E Schubert, A Zimek
Data Mining (ICDM), 2012 IEEE 12th International Conference on, 379-388, 2012
1072012
Interactive data mining with 3D-parallel-coordinate-trees
E Achtert, HP Kriegel, E Schubert, A Zimek
Proceedings of the 2013 ACM SIGMOD International Conference on Management of …, 2013
962013
Signitrend: scalable detection of emerging topics in textual streams by hashed significance thresholds
E Schubert, M Weiler, HP Kriegel
Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014
942014
Discriminative features for identifying and interpreting outliers
XH Dang, I Assent, RT Ng, A Zimek, E Schubert
2014 IEEE 30th international conference on data engineering, 88-99, 2014
632014
Faster k-Medoids Clustering: Improving the PAM, CLARA, and CLARANS Algorithms
E Schubert, PJ Rousseeuw
International Conference on Similarity Search and Applications, 171-187, 2019
502019
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Articles 1–20