Erich Schubert

Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

Numerically stable parallel computation of (co-)variance.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Scientific and Statistical Database Management, 2018

On the Correlation Between Local Intrinsic Dimensionality and Outlierness.

[BibT_eX]

[DOI]

Michael E. Houle

Proceedings of the Similarity Search and Applications - 11th International Conference, 2018

The Relationship of DBSCAN to Matrix Factorization and Spectral Clustering.

[BibT_eX]

[DOI]

Sibylle Hess

Katharina Morik

Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", 2018

Improving the Cluster Structure Extracted from OPTICS Plots.

[BibT_eX]

[DOI]

Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", 2018

Exploring Significant Interactions in Live News.

[BibT_eX]

[DOI]

Andreas Spitz

Proceedings of the Second International Workshop on Recent Trends in News Information Retrieval co-located with 40th European Conference on Information Retrieval (ECIR 2018), 2018

2017

DBSCAN Revisited, Revisited: Why and How You Should (Still) Use DBSCAN.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2017

Dimensional Testing for Reverse k-Nearest Neighbor Search.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2017

The (black) art of runtime evaluation: Are we comparing algorithms or implementations?

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2017

Semantic Word Clouds with Background Corpus Normalization and t-distributed Stochastic Neighbor Embedding.

[BibT_eX]

[DOI]

CoRR, 2017

Intrinsic t-Stochastic Neighbor Embedding for Visualization and Outlier Detection - A Remedy Against the Curse of Dimensionality?

[BibT_eX]

[DOI]

Proceedings of the Similarity Search and Applications - 10th International Conference, 2017

Good and Bad Neighborhood Approximations for Outlier Detection Ensembles.

[BibT_eX]

[DOI]

Evelyn Kirner

Guilherme Oliveira Campos

Proceedings of the Similarity Search and Applications - 10th International Conference, 2017

2016

On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study.

[BibT_eX]

[DOI]

Ricardo J. G. B. Campello

Jörg Sander

Data Min. Knowl. Discov., 2016

SPOTHOT: Scalable Detection of Geo-spatial Events in Large Textual Streams.

[BibT_eX]

[DOI]

Michael Weiler

Proceedings of the 28th International Conference on Scientific and Statistical Database Management, 2016

2015

A Framework for Clustering Uncertain Data.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2015

Outlier Detection and Trend Detection: Two Sides of the Same Coin.

[BibT_eX]

[DOI]

Michael Weiler

Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

Fast and Scalable Outlier Detection with Approximate Nearest Neighbor Ensembles.

[BibT_eX]

[DOI]

Proceedings of the Database Systems for Advanced Applications, 2015

2014

Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection.

[BibT_eX]

[DOI]

Data Min. Knowl. Discov., 2014

Generalized Outlier Detection with Flexible Kernel Density Estimates.

[BibT_eX]

[DOI]

Proceedings of the 2014 SIAM International Conference on Data Mining, 2014

SigniTrend: scalable detection of emerging topics in textual streams by hashed significance thresholds.

[BibT_eX]

[DOI]

Michael Weiler

Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Discriminative features for identifying and interpreting outliers.

[BibT_eX]

[DOI]

Proceedings of the IEEE 30th International Conference on Data Engineering, Chicago, 2014

2013

Generalized and efficient outlier detection for spatial, temporal, and high-dimensional data mining.

[BibT_eX]

[DOI]

PhD thesis, 2013

Geodetic Distance Queries on R-Trees for Indexing Geographic Data.

[BibT_eX]

[DOI]

Proceedings of the Advances in Spatial and Temporal Databases, 2013

Interactive data mining with 3D-parallel-coordinate-trees.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2013

2012

A survey on unsupervised outlier detection in high-dimensional numerical data.

[BibT_eX]

[DOI]

Stat. Anal. Data Min., 2012

On Evaluation of Outlier Rankings and Outlier Scores.

[BibT_eX]

[DOI]

Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

Outlier Detection in Arbitrarily Oriented Subspaces.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Data Mining, 2012

Evaluation of Clusterings - Metrics and Visual Support.

[BibT_eX]

[DOI]

Proceedings of the IEEE 28th International Conference on Data Engineering (ICDE 2012), 2012

2011

Quality of Similarity Rankings in Time Series.

[BibT_eX]

[DOI]

Proceedings of the Advances in Spatial and Temporal Databases, 2011

Spatial Outlier Detection: Data, Algorithms, Visualizations.

[BibT_eX]

[DOI]

Proceedings of the Advances in Spatial and Temporal Databases, 2011

Interpreting and Unifying Outlier Scores.

[BibT_eX]

[DOI]

Proceedings of the Eleventh SIAM International Conference on Data Mining, 2011

Evaluation of Multiple Clustering Solutions.

[BibT_eX]

[DOI]

Proceedings of the 2nd MultiClust Workshop: Discovering, 2011

2010

Can Shared-Neighbor Distances Defeat the Curse of Dimensionality?

[BibT_eX]

[DOI]

Proceedings of the Scientific and Statistical Database Management, 2010

Subspace Similarity Search: Efficient k-NN Queries in Arbitrary Subspaces.

[BibT_eX]

[DOI]

Proceedings of the Scientific and Statistical Database Management, 2010

Subspace similarity search using the ideas of ranking and top-k retrieval.

[BibT_eX]

[DOI]

Proceedings of the Workshops Proceedings of the 26th International Conference on Data Engineering, 2010

Visual Evaluation of Outlier Detection Models.

[BibT_eX]

[DOI]

Proceedings of the Database Systems for Advanced Applications, 2010

2009

ELKI in Time: ELKI 0.2 for the Performance Evaluation of Distance Measures for Time Series.

[BibT_eX]

[DOI]

Proceedings of the Advances in Spatial and Temporal Databases, 2009

Outlier Detection in Axis-Parallel Subspaces of High Dimensional Data.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2009

LoOP: local outlier probabilities.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

2008

A General Framework for Increasing the Robustness of PCA-Based Correlation Clustering Algorithms.

[BibT_eX]

[DOI]

Proceedings of the Scientific and Statistical Database Management, 2008

2005

Structure-Preserving Difference Search for XML Documents.

[BibT_eX]

[DOI]