Prof. Dr. Erich Schubert

@article{DBLP:journals/sigkdd/Schubert23,
 author = {Erich Schubert},
 doi = {10.1145/3606274.3606278},
 journal = {ACM SIGKDD Explorations},
 title = {Stop using the elbow criterion for k-means and how to choose the number of clusters instead},
 volume = {25},
 number = {1},
 year = {2023}
}

@incollection{LangSchubert23a,
 author = {Erich Schubert and Andreas Lang},
 booktitle = {Machine Learning under Resource Constraints -- Fundamentals},
 chapter = {5.3},
 doi = {10.1515/9783110785944-005},
 editor = {Katharina Morik and Peter Marwedel},
 pages = {215--226},
 publisher = {De Gruyter},
 title = {Data Aggregation for Hierarchical Clustering},
 volume = {1},
 year = {2023}
}

@incollection{LenssenSchubert23a,
 author = {Lars Lenssen and Erich Schubert},
 booktitle = {Machine Learning under Resource Constraints -- Fundamentals},
 chapter = {5.1},
 doi = {10.1515/9783110785944-005},
 editor = {Katharina Morik and Peter Marwedel},
 pages = {182--196},
 publisher = {De Gruyter},
 title = {Sparse Partitioning Around Medoids},
 volume = {1},
 year = {2023}
}

@inproceedings{DBLP:conf/sisap/LenssenS22,
 author = {Lars Lenssen and Erich Schubert},
 booktitle = {Similarity Search and Applications - 15th International Conference, {SISAP} 2022, Bologna, Italy, October
5-7, 2022, Proceedings},
 doi = {10.1007/978-3-031-17849-8\_15},
 pages = {190--204},
 title = {Clustering by Direct Optimization of the Medoid Silhouette},
 year = {2022}
}

@inproceedings{DBLP:conf/sisap/Schubert22,
 author = {Erich Schubert},
 booktitle = {Similarity Search and Applications - 15th International Conference, {SISAP} 2022, Bologna, Italy, October
5-7, 2022, Proceedings},
 doi = {10.1007/978-3-031-17849-8\_16},
 pages = {205--213},
 title = {Automatic Indexing for Similarity Search in {ELKI}},
 year = {2022}
}

@inproceedings{DBLP:conf/sisap/ThordsenS22,
 author = {Erik Thordsen and Erich Schubert},
 booktitle = {Similarity Search and Applications - 15th International Conference, {SISAP} 2022, Bologna, Italy, October
5-7, 2022, Proceedings},
 doi = {10.1007/978-3-031-17849-8\_7},
 pages = {75--88},
 title = {On Projections to Linear Subspaces},
 year = {2022}
}

@article{DBLP:journals/datamine/BauseSK22,
 author = {Franka Bause and Erich Schubert and Nils M. Kriege},
 doi = {10.1007/s10618-022-00850-3},
 journal = {Data Min. Knowl. Discov.},
 number = {5},
 pages = {1728--1755},
 title = {EmbAssi: embedding assignment costs for similarity search in large graph databases},
 volume = {36},
 year = {2022}
}

@article{DBLP:journals/is/LangS22,
 author = {Andreas Lang and Erich Schubert},
 doi = {10.1016/j.is.2021.101918},
 journal = {Inf. Syst.},
 pages = {101918},
 title = {{BETULA:} Fast clustering of large data with improved {BIRCH} CF-Trees},
 volume = {108},
 year = {2022}
}

@article{DBLP:journals/is/ThordsenS22,
 author = {Erik Thordsen and Erich Schubert},
 doi = {10.1016/j.is.2022.101989},
 journal = {Inf. Syst.},
 pages = {101989},
 title = {{ABID:} Angle Based Intrinsic Dimensionality - Theory and analysis},
 volume = {108},
 year = {2022}
}

@article{DBLP:journals/jossw/SchubertL22,
 author = {Erich Schubert and Lars Lenssen},
 doi = {10.21105/joss.04183},
 journal = {J. Open Source Softw.},
 number = {75},
 pages = {4183},
 title = {Fast k-medoids Clustering in Rust and Python},
 volume = {7},
 year = {2022}
}

@misc{zenodo/SchubertL22,
 author = {Schubert, Erich and Lenssen, Lars},
 doi = {10.5281/zenodo.6802320},
 month = {July},
 publisher = {Zenodo},
 howpublished = {Open-source software, Zenodo},
 title = {Fast k-medoids Clustering in Rust and Python},
 version = {0.3.3},
 year = {2022}
}

@article{DBLP:journals/corr/abs-2212-13626,
 author = {Daniel Boiar and Thomas Liebig and Erich Schubert},
 doi = {10.48550/arXiv.2212.13626},
 eprint = {2212.13626},
 eprinttype = {arXiv},
 journal = {CoRR},
 title = {{LOSDD:} Leave-Out Support Vector Data Description for Outlier Detection},
 volume = {abs/2212.13626},
 year = {2022}
}

@inproceedings{DBLP:conf/sisap/BauseBSK21,
 author = {Franka Bause and David B. Blumenthal and Erich Schubert and Nils M. Kriege},
 booktitle = {Similarity Search and Applications - 14th International Conference, {SISAP} 2021, Dortmund, Germany, September
29 - October 1, 2021, Proceedings},
 doi = {10.1007/978-3-030-89657-7\_24},
 pages = {323--336},
 title = {Metric Indexing for Graph Similarity Search},
 url = {https://doi.org/10.1007/978-3-030-89657-7\_24},
 year = {2021}
}

@inproceedings{DBLP:conf/sisap/Schubert21,
 author = {Erich Schubert},
 booktitle = {Similarity Search and Applications - 14th International Conference, {SISAP} 2021, Dortmund, Germany, September
29 - October 1, 2021, Proceedings},
 doi = {10.1007/978-3-030-89657-7\_3},
 pages = {32--44},
 title = {A Triangle Inequality for Cosine Similarity},
 year = {2021}
}

@inproceedings{DBLP:conf/sisap/SchubertLF21,
 author = {Erich Schubert and Andreas Lang and Gloria Feher},
 booktitle = {Similarity Search and Applications - 14th International Conference, {SISAP} 2021, Dortmund, Germany, September
29 - October 1, 2021, Proceedings},
 doi = {10.1007/978-3-030-89657-7\_17},
 pages = {217--231},
 title = {Accelerating Spherical k-Means},
 year = {2021}
}

@inproceedings{DBLP:conf/sisap/ThordsenS21,
 author = {Erik Thordsen and Erich Schubert},
 booktitle = {Similarity Search and Applications - 14th International Conference, {SISAP} 2021, Dortmund, Germany, September
29 - October 1, 2021, Proceedings},
 doi = {10.1007/978-3-030-89657-7\_18},
 pages = {232--246},
 title = {{MESS:} Manifold Embedding Motivated Super Sampling},
 year = {2021}
}

@article{DBLP:journals/is/SchubertR21,
 author = {Erich Schubert and Peter J. Rousseeuw},
 doi = {10.1016/j.is.2021.101804},
 journal = {Inf. Syst.},
 pages = {101804},
 title = {Fast and eager k-medoids clustering: O(k) runtime improvement of the PAM, CLARA, and {CLARANS} algorithms},
 volume = {101},
 year = {2021}
}

@inproceedings{conf/dgpuk/Boczek21,
 author = {Karin Boczek and Erich Schubert and Jonas Rieger and Carsten Jentsch and Henrik Müller and Jörg Rahnenführer},
 booktitle = {Innovationen im Journalismus -- Jahrestagung FG Journalistik / Journalismusforschung der DGPuK},
 note = {abstract, presentation},
 title = {Automatisierter Programmauftrag: Auswirkungen algorithmischer Gewichtungen auf die Verbreitung von Journalismus
in öffentlich-rechtlichen Mediatheken},
 year = {2021}
}

@inproceedings{conf/futurej/Boczek21,
 author = {Karin Boczek and Erich Schubert and Jonas Rieger and Carsten Jentsch and Henrik Müller and Jörg Rahnenführer},
 booktitle = {Future of Journalism Conference, Cardiff},
 note = {abstract, presentation},
 title = {Mapping the news one transcript at a time: Using subtitle data from streaming services to analyse journalistic
coverage},
 year = {2021}
}

@inproceedings{DBLP:conf/lwa/Schubert21,
 author = {Erich Schubert},
 booktitle = {Proceedings of the {LWDA} 2021 Workshops: FGWM, KDML, FGWI-BIA, and FGIR, Online, September 1-3, 2021},
 pages = {191--204},
 title = {{HACAM:} Hierarchical Agglomerative Clustering Around Medoids - and its Limitations},
 url = {http://ceur-ws.org/Vol-2993/paper-19.pdf},
 year = {2021}
}

@inproceedings{DBLP:conf/lwa/ThordsenS21,
 author = {Erik Thordsen and Erich Schubert},
 booktitle = {Proceedings of the {LWDA} 2021 Workshops: FGWM, KDML, FGWI-BIA, and FGIR, Online, September 1-3, 2021},
 pages = {219--231},
 title = {{CANDLE:} Classification And Noise Detection With Local Embedding Approximations},
 url = {http://ceur-ws.org/Vol-2993/paper-21.pdf},
 year = {2021}
}

@inproceedings{DBLP:conf/sisap/LangS20,
 author = {Andreas Lang and Erich Schubert},
 booktitle = {Similarity Search and Applications - 13th International Conference, {SISAP} 2020, Copenhagen, Denmark, September
30 - October 2, 2020, Proceedings},
 doi = {10.1007/978-3-030-60936-8\_22},
 pages = {281--296},
 title = {{BETULA:} Numerically Stable CF-Trees for {BIRCH} Clustering},
 year = {2020}
}

@inproceedings{DBLP:conf/sisap/ThordsenS20,
 author = {Erik Thordsen and Erich Schubert},
 booktitle = {Similarity Search and Applications - 13th International Conference, {SISAP} 2020, Copenhagen, Denmark, September
30 - October 2, 2020, Proceedings},
 doi = {10.1007/978-3-030-60936-8\_17},
 pages = {218--232},
 title = {{ABID:} Angle Based Intrinsic Dimensionality},
 year = {2020}
}

@article{DBLP:journals/bigdata/NtoutsiSZZ20,
 author = {Eirini Ntoutsi and Erich Schubert and Arthur Zimek and Albrecht Zimmermann},
 doi = {10.1089/big.2020.29037.cfp},
 journal = {Big Data},
 number = {4},
 pages = {253--254},
 title = {Call for Special Issue Papers: Evaluation and Experimental Design in Data Mining and Machine Learning},
 volume = {8},
 year = {2020}
}

@inproceedings{DBLP:conf/sisap/SchubertR19,
 author = {Erich Schubert and Peter J. Rousseeuw},
 booktitle = {Proceedings of the 12th International Conference on Similarity Search and Applications (SISAP), Newark, NJ},
 doi = {10.1007/978-3-030-32047-8\_16},
 pages = {171--187},
 title = {Faster k-Medoids Clustering: Improving the {PAM}, {CLARA}, and {CLARANS} Algorithms},
 year = {2019}
}

@article{DBLP:journals/is/AmsalegHS19,
 author = {Laurent Amsaleg and Michael E. Houle and Erich Schubert},
 doi = {10.1016/j.is.2018.11.006},
 journal = {Inf. Syst.},
 pages = {107},
 title = {Introduction to Special Issue of the 9th International Conference on Similarity Search and Applications ({SISAP}
2016)},
 volume = {80},
 year = {2019}
}

@inproceedings{DBLP:conf/sdm/NtoutsiSZZ19,
 author = {Eirini Ntoutsi and Erich Schubert and Arthur Zimek and Albrecht Zimmermann},
 booktitle = {Proceedings of the 1st Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning
co-located with {SIAM} International Conference on Data Mining ({SDM} 2019), Calgary, Alberta, Canada},
 pages = {1--3},
 title = {1st Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning ({EDML} 2019)},
 url = {http://ceur-ws.org/Vol-2436/summary.pdf},
 year = {2019}
}

@article{DBLP:journals/corr/abs-1902-03616,
 author = {Erich Schubert and Arthur Zimek},
 eprint = {1902.03616},
 eprinttype = {arXiv},
 journal = {CoRR},
 title = {{ELKI:} {A} large open-source library for data analysis - {ELKI} Release 0.7.5 "Heidelberg"},
 url = {http://arxiv.org/abs/1902.03616},
 volume = {abs/1902.03616},
 year = {2019}
}

@inproceedings{DBLP:conf/sisap/HouleSZ18,
 author = {Michael E. Houle and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 11th International Conference on Similarity Search and Applications (SISAP), Lima, Peru},
 doi = {10.1007/978-3-030-02224-2\_14},
 pages = {177--191},
 title = {On the Correlation Between Local Intrinsic Dimensionality and Outlierness},
 year = {2018}
}

@inproceedings{DBLP:conf/ssdbm/SchubertG18,
 author = {Erich Schubert and Michael Gertz},
 booktitle = {Proceedings of the 30th International Conference on Scientific and Statistical Database Management (SSDBM),
Bolzano-Bozen, Italy},
 doi = {10.1145/3221269.3223036},
 note = {SSDBM 2018 best paper award},
 pages = {10:1--10:12},
 title = {Numerically Stable Parallel Computation of {(Co-)}Variance},
 year = {2018}
}

@incollection{DBLP:reference/db/ZimekS18,
 author = {Arthur Zimek and Erich Schubert},
 booktitle = {Encyclopedia of Database Systems, Second Edition},
 doi = {10.1007/978-1-4614-8265-9\_80719},
 title = {Outlier Detection},
 year = {2018}
}

@inproceedings{DBLP:conf/ecir/SchubertSZG18,
 author = {Erich Schubert and Andreas Spitz and Michael Gertz},
 booktitle = {Proceedings of the 2nd International Workshop on Recent Trends in News Information Retrieval ({NewsIR'18})
co-located with 40th European Conference on Information Retrieval ({ECIR} 2018), Grenoble, France},
 pages = {39--44},
 title = {Exploring Significant Interactions in Live News},
 year = {2018}
}

@inproceedings{DBLP:conf/lwa/SchubertG18,
 author = {Erich Schubert and Michael Gertz},
 booktitle = {Proceedings of the Conference "Lernen, Wissen, Daten, Analysen" ({LWDA}), Mannheim, Germany},
 pages = {318--329},
 title = {Improving the Cluster Structure Extracted from {OPTICS} Plots},
 url = {http://ceur-ws.org/Vol-2191/paper37.pdf},
 year = {2018}
}

@inproceedings{DBLP:conf/lwa/SchubertHM18,
 author = {Erich Schubert and Sibylle Hess and Katharina Morik},
 booktitle = {Proceedings of the Conference "Lernen, Wissen, Daten, Analysen" ({LWDA}), Mannheim, Germany},
 pages = {330--334},
 title = {The Relationship of {DBSCAN} to Matrix Factorization and Spectral Clustering},
 url = {http://ceur-ws.org/Vol-2191/paper38.pdf},
 year = {2018}
}

@inproceedings{DBLP:conf/sisap/KirnerSZ17,
 author = {Evelyn Kirner and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 10th International Conference on Similarity Search and Applications (SISAP), Munich, Germany},
 doi = {10.1007/978-3-319-68474-1_12},
 pages = {173--187},
 title = {Good and Bad Neighborhood Approximations for Outlier Detection Ensembles},
 year = {2017}
}

@inproceedings{DBLP:conf/sisap/SchubertG17,
 author = {Erich Schubert and Michael Gertz},
 booktitle = {Proceedings of the 10th International Conference on Similarity Search and Applications (SISAP), Munich, Germany},
 doi = {10.1007/978-3-319-68474-1_13},
 pages = {188--203},
 title = {Intrinsic t-Stochastic Neighbor Embedding for Visualization and Outlier Detection - {A} Remedy Against the Curse
of Dimensionality?},
 year = {2017}
}

@article{DBLP:journals/kais/KriegelSZ17,
 author = {Hans{-}Peter Kriegel and Erich Schubert and Arthur Zimek},
 doi = {10.1007/s10115-016-1004-2},
 journal = {Knowledge and Information Systems ({KAIS})},
 note = {first online 2016},
 number = {2},
 pages = {341--378},
 title = {The (black) art of runtime evaluation: Are we comparing algorithms or implementations?},
 volume = {52},
 year = {2017}
}

@article{DBLP:journals/pvldb/CasanovaEHKNSZ17,
 author = {Guillaume Casanova and Elias Englmeier and Michael E. Houle and Peer Kr{\"{o}}ger and Michael Nett and Erich Schubert and Arthur Zimek},
 doi = {10.14778/3067421.3067426},
 journal = {Proc. {VLDB} Endow.},
 number = {7},
 pages = {769--780},
 title = {Dimensional Testing for Reverse k-Nearest Neighbor Search},
 url = {http://www.vldb.org/pvldb/vol10/p769-houle.pdf},
 volume = {10},
 year = {2017}
}

@article{DBLP:journals/tods/SchubertSEKX17,
 author = {Erich Schubert and J{\"{o}}rg Sander and Martin Ester and Hans{-}Peter Kriegel and Xiaowei Xu},
 doi = {10.1145/3068335},
 journal = {{ACM} Trans. Database Syst. ({TODS})},
 number = {3},
 pages = {19:1--19:21},
 title = {{DBSCAN} Revisited, Revisited: Why and How You Should (Still) Use {DBSCAN}},
 volume = {42},
 year = {2017}
}

@article{DBLP:journals/corr/abs-1708-03569,
 author = {Erich Schubert and Andreas Spitz and Michael Weiler and Johanna Gei{\ss} and Michael Gertz},
 eprint = {1708.03569},
 eprinttype = {arXiv},
 journal = {CoRR},
 title = {Semantic Word Clouds with Background Corpus Normalization and t-distributed Stochastic Neighbor Embedding},
 url = {http://arxiv.org/abs/1708.03569},
 volume = {abs/1708.03569},
 year = {2017}
}

@inproceedings{DBLP:conf/ssdbm/SchubertWK16,
 author = {Erich Schubert and Michael Weiler and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the 28th International Conference on Scientific and Statistical Database Management (SSDBM),
Budapest, Hungary},
 doi = {10.1145/2949689.2949699},
 pages = {8:1--8:12},
 title = {{SPOTHOT}: Scalable Detection of Geo-spatial Events in Large Textual Streams},
 year = {2016}
}

@article{DBLP:journals/datamine/CamposZSCMSAH16,
 author = {Guilherme O. Campos and Arthur Zimek and J{\"{o}}rg Sander and Ricardo J. G. B. Campello and Barbora Micenkov{\'{a}}
and Erich Schubert and Ira Assent and Michael E. Houle},
 doi = {10.1007/s10618-015-0444-8},
 journal = {Data Mining and Knowledge Discovery},
 note = {Awarded ``ACM Computing Reviews Notable Books and Articles 2016''},
 number = {4},
 pages = {891--927},
 title = {On the Evaluation of Unsupervised Outlier Detection: Measures, Datasets, and an Empirical Study},
 volume = {30},
 year = {2016}
}

@inproceedings{CamZimSanCametal16a,
 author = {Guilherme O. Campos and Arthur Zimek and J{\"{o}}rg Sander and Ricardo J. G. B. Campello and Barbora Micenkov{\'{a}}
and Erich Schubert and Ira Assent and Michael E. Houle},
 booktitle = {Proceedings of the Conference "Lernen, Wissen, Daten, Analysen" ({LWDA}), Potsdam, Germany},
 title = {On the Evaluation of Outlier Detection: Measures, Datasets, and an Empirical Study Continued},
 year = {2016}
}

@inproceedings{SchWeiKri16a,
 author = {Erich Schubert and Michael Weiler and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the Conference "Lernen, Wissen, Daten, Analysen" ({LWDA}), Potsdam, Germany},
 title = {Scalable Detection of Emerging Topics and Geo-spatial Events in Large Textual Streams},
 year = {2016}
}

@inproceedings{DBLP:conf/dasfaa/SchubertZK15,
 author = {Erich Schubert and Arthur Zimek and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the 20th International Conference on Database Systems for Advanced Applications (DASFAA), Hanoi,
Vietnam},
 doi = {10.1007/978-3-319-18123-3_2},
 pages = {19--36},
 title = {Fast and Scalable Outlier Detection with Approximate Nearest Neighbor Ensembles},
 year = {2015}
}

@inproceedings{DBLP:conf/icdm/SchubertWZ15,
 author = {Erich Schubert and Michael Weiler and Arthur Zimek},
 booktitle = {1st International Workshop on Event Analytics using Social Media Data at the 15th IEEE International Conference
on Data Mining (ICDM), Atlantic City, NJ},
 doi = {10.1109/ICDMW.2015.79},
 pages = {40--46},
 title = {Outlier Detection and Trend Detection: Two Sides of the Same Coin},
 year = {2015}
}

@article{DBLP:journals/pvldb/SchubertKEZSZ15,
 author = {Erich Schubert and Alexander Koos and Tobias Emrich and Andreas Z{\"{u}}fle and Klaus Arthur Schmid and Arthur Zimek},
 doi = {10.14778/2824032.2824115},
 journal = {Proc. {VLDB} Endow.},
 number = {12},
 pages = {1976--1979},
 title = {A Framework for Clustering Uncertain Data},
 url = {http://www.vldb.org/pvldb/vol8/p1976-schubert.pdf},
 volume = {8},
 year = {2015}
}

@misc{Sch15,
 author = {Erich Schubert and {OpenStreetMap Contributors}},
 doi = {10.5282/ubm/data.61},
 howpublished = {Open Data LMU},
 month = {12},
 title = {Fast Reverse Geocoder using {OpenStreetMap} data},
 url = {https://doi.org/10.5282/ubm/data.61},
 year = {2015}
}

@inproceedings{DBLP:conf/icde/DangANZS14,
 author = {Xuan{-}Hong Dang and Ira Assent and Raymond T. Ng and Arthur Zimek and Erich Schubert},
 booktitle = {Proceedings of the 30th International Conference on Data Engineering (ICDE), Chicago, IL},
 doi = {10.1109/ICDE.2014.6816642},
 pages = {88--99},
 title = {Discriminative Features for Identifying and Interpreting Outliers},
 year = {2014}
}

@inproceedings{DBLP:conf/kdd/SchubertWK14,
 author = {Erich Schubert and Michael Weiler and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the 20th ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD), New
York, NY},
 doi = {10.1145/2623330.2623740},
 note = {Included in Wang, Wei. ``Data Science for Social Good - 2014 KDD Highlights.'' AAAI. 2015.},
 pages = {871--880},
 title = {{SigniTrend}: Scalable Detection of Emerging Topics in Textual Streams by Hashed Significance Thresholds},
 year = {2014}
}

@inproceedings{DBLP:conf/sdm/SchubertZK14,
 author = {Erich Schubert and Arthur Zimek and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the 14th SIAM International Conference on Data Mining (SDM), Philadelphia, PA},
 doi = {10.1137/1.9781611973440.63},
 pages = {542--550},
 title = {Generalized Outlier Detection with Flexible Kernel Density Estimates},
 year = {2014}
}

@article{DBLP:journals/datamine/SchubertZK14,
 author = {Erich Schubert and Arthur Zimek and Hans{-}Peter Kriegel},
 doi = {10.1007/s10618-012-0300-z},
 journal = {Data Mining and Knowledge Discovery},
 note = {Online 2012, paginated 2014},
 number = {1},
 pages = {190--237},
 title = {Local Outlier Detection Reconsidered: a Generalized View on Locality with Applications to Spatial, Video, and
Network Outlier Detection},
 volume = {28},
 year = {2014}
}

@inproceedings{DBLP:conf/sigmod/AchtertKSZ13,
 author = {Elke Achtert and Hans{-}Peter Kriegel and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the ACM International Conference on Management of Data (SIGMOD), New York City, NY},
 doi = {10.1145/2463676.2463696},
 pages = {1009--1012},
 title = {Interactive Data Mining with {3D}-{P}arallel-{C}oordinate-{T}rees},
 year = {2013}
}

@inproceedings{DBLP:conf/ssd/SchubertZK13,
 author = {Erich Schubert and Arthur Zimek and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the 13th International Symposium on Spatial and Temporal Databases (SSTD), Munich, Germany},
 doi = {10.1007/978-3-642-40235-7_9},
 pages = {146--164},
 title = {Geodetic Distance Queries on {R}-Trees for Indexing Geographic Data},
 year = {2013}
}

@phdthesis{DBLP:phd/dnb/Schubert13,
 author = {Erich Schubert},
 school = {Ludwig-Maximilians-Universit{\"{a}}t M{\"{u}}nchen, Munich, Germany},
 title = {Generalized and Efficient Outlier Detection for Spatial, Temporal, and High-Dimensional Data Mining},
 url = {https://edoc.ub.uni-muenchen.de/16693/},
 urn = {urn:nbn:de:bvb:19-166938},
 year = {2013}
}

@misc{ZimSchKri13,
 author = {Arthur Zimek and Erich Schubert and Hans{-}Peter Kriegel},
 howpublished = {Tutorial at the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Gold Coast,
Australia},
 title = {Outlier Detection in High-Dimensional Data},
 year = {2013}
}

@inproceedings{DBLP:conf/icde/AchtertGKSZ12,
 author = {Elke Achtert and Sascha Goldhofer and Hans{-}Peter Kriegel and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 28th International Conference on Data Engineering (ICDE), Washington, DC},
 doi = {10.1109/ICDE.2012.128},
 pages = {1285--1288},
 title = {Evaluation of Clusterings -- Metrics and Visual Support},
 year = {2012}
}

@inproceedings{DBLP:conf/icdm/KriegelKSZ12,
 author = {Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 12th IEEE International Conference on Data Mining (ICDM), Brussels, Belgium},
 doi = {10.1109/ICDM.2012.21},
 pages = {379--388},
 title = {Outlier Detection in Arbitrarily Oriented Subspaces},
 year = {2012}
}

@inproceedings{DBLP:conf/sdm/SchubertWZK12,
 author = {Erich Schubert and Remigius Wojdanowski and Arthur Zimek and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the 12th SIAM International Conference on Data Mining (SDM), Anaheim, CA},
 doi = {10.1137/1.9781611972825.90},
 pages = {1047--1058},
 title = {On Evaluation of Outlier Rankings and Outlier Scores},
 year = {2012}
}

@article{DBLP:journals/sadm/ZimekSK12,
 author = {Arthur Zimek and Erich Schubert and Hans{-}Peter Kriegel},
 doi = {10.1002/sam.11161},
 journal = {Stat. Anal. Data Min.},
 note = {Included in the ``most accessed papers from Statistical Analysis and Data Mining'' 2014--2016 \url{https://onlinelibrary.wiley.com/page/journal/19321872/homepage/MostAccessed.html}},
 number = {5},
 pages = {363--387},
 title = {A Survey on Unsupervised Outlier Detection in High-Dimensional Numerical Data},
 volume = {5},
 year = {2012}
}

@inproceedings{ZimSchKri12a,
 author = {Arthur Zimek and Erich Schubert and Hans{-}Peter Kriegel},
 booktitle = {Proceedings of the 12th IEEE International Conference on Data Mining (ICDM), Brussels, Belgium},
 doi = {10.1109/ICDM.2012.9},
 pages = {xxx--xxxii},
 title = {Tutorial {I}: Outlier Detection in High-Dimensional Data},
 year = {2012}
}

@inproceedings{DBLP:conf/sdm/KriegelKSZ11,
 author = {Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 11th SIAM International Conference on Data Mining (SDM), Mesa, AZ},
 doi = {10.1137/1.9781611972818.2},
 pages = {13--24},
 title = {Interpreting and Unifying Outlier Scores},
 year = {2011}
}

@inproceedings{DBLP:conf/ssd/AchtertHKSZ11,
 author = {Elke Achtert and Ahmed Hettab and Hans{-}Peter Kriegel and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 12th International Symposium on Spatial and Temporal Databases (SSTD), Minneapolis, MN},
 doi = {10.1007/978-3-642-22922-0_41},
 note = {Best Demonstration Paper Award},
 pages = {512--516},
 title = {Spatial Outlier Detection: Data, Algorithms, Visualizations},
 year = {2011}
}

@inproceedings{DBLP:conf/ssd/BerneckerHKKRSZ11,
 author = {Thomas Bernecker and Michael E. Houle and Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Matthias Renz and Erich
Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 12th International Symposium on Spatial and Temporal Databases (SSTD), Minneapolis, MN},
 doi = {10.1007/978-3-642-22922-0_25},
 pages = {422--440},
 title = {Quality of Similarity Rankings in Time Series},
 year = {2011}
}

@inproceedings{DBLP:conf/multiclust/KriegelSZ11,
 author = {Hans{-}Peter Kriegel and Erich Schubert and Arthur Zimek},
 booktitle = {2nd {MultiClust} Workshop: Discovering, Summarizing and Using Multiple Clusterings Held in Conjunction with
ECML PKDD 2011, Athens, Greece},
 pages = {55--66},
 title = {Evaluation of Multiple Clustering Solutions},
 url = {http://ceur-ws.org/Vol-772/multiclust2011-paper7.pdf},
 year = {2011}
}

@inproceedings{DBLP:conf/dasfaa/AchtertKRSWZ10,
 author = {Elke Achtert and Hans{-}Peter Kriegel and Lisa Reichert and Erich Schubert and Remigius Wojdanowski and Arthur
Zimek},
 booktitle = {Proceedings of the 15th International Conference on Database Systems for Advanced Applications (DASFAA), Tsukuba,
Japan},
 doi = {10.1007/978-3-642-12098-5_34},
 pages = {396--399},
 title = {Visual Evaluation of Outlier Detection Models},
 year = {2010}
}

@inproceedings{DBLP:conf/icde/BerneckerEGKKRSZ10,
 author = {Thomas Bernecker and Tobias Emrich and Franz Graf and Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Matthias
Renz and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 26th International Conference on Data Engineering (ICDE) Workshop on Ranking in Databases
(DBRank), Long Beach, CA},
 doi = {10.1109/ICDEW.2010.5452771},
 pages = {4--9},
 title = {Subspace Similarity Search Using the Ideas of Ranking and Top-k Retrieval},
 year = {2010}
}

@inproceedings{DBLP:conf/ssdbm/BerneckerEGKKRSZ10,
 author = {Thomas Bernecker and Tobias Emrich and Franz Graf and Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Matthias
Renz and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 22nd International Conference on Scientific and Statistical Database Management (SSDBM),
Heidelberg, Germany},
 doi = {10.1007/978-3-642-13818-8_38},
 pages = {555--564},
 title = {Subspace Similarity Search: Efficient k-NN Queries in Arbitrary Subspaces},
 year = {2010}
}

@inproceedings{DBLP:conf/ssdbm/HouleKKSZ10,
 author = {Michael E. Houle and Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 22nd International Conference on Scientific and Statistical Database Management (SSDBM),
Heidelberg, Germany},
 doi = {10.1007/978-3-642-13818-8_34},
 pages = {482--500},
 title = {Can Shared-Neighbor Distances Defeat the Curse of Dimensionality?},
 year = {2010}
}

@misc{zenodo/SchubertZ10,
 author = {Erich Schubert and Arthur Zimek},
 doi = {10.5281/zenodo.6355684},
 month = {June},
 publisher = {Zenodo},
 title = {{ELKI Multi-View Clustering Data Sets Based on the Amsterdam Library of Object Images (ALOI)}},
 howpublished = {Open data, Zenodo},
 version = {1.0},
 year = {2010}
}

@inproceedings{FaeGueKriKroetal10,
 author = {Ines F{\"{a}}rber and Stephan G{\"{u}}nnemann and Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Emmanuel M{\"{u}}ller
and Erich Schubert and Thomas Seidl and Arthur Zimek},
 booktitle = {{MultiClust:} 1st International Workshop on Discovering, Summarizing and Using Multiple Clusterings Held in
Conjunction with KDD 2010, Washington, DC},
 title = {On Using Class-Labels in Evaluation of Clusterings},
 year = {2010}
}

@inproceedings{DBLP:conf/cikm/KriegelKSZ09,
 author = {Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 18th ACM Conference on Information and Knowledge Management (CIKM), Hong Kong, China},
 doi = {10.1145/1645953.1646195},
 pages = {1649--1652},
 title = {{LoOP:} Local Outlier Probabilities},
 year = {2009}
}

@inproceedings{DBLP:conf/pakdd/KriegelKSZ09,
 author = {Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Bangkok, Thailand},
 doi = {10.1007/978-3-642-01307-2_86},
 pages = {831--838},
 title = {Outlier Detection in Axis-Parallel Subspaces of High Dimensional Data},
 year = {2009}
}

@inproceedings{DBLP:conf/ssd/AchtertBKSZ09,
 author = {Elke Achtert and Thomas Bernecker and Hans{-}Peter Kriegel and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 11th International Symposium on Spatial and Temporal Databases (SSTD), Aalborg, Denmark},
 doi = {10.1007/978-3-642-02982-0_35},
 pages = {436--440},
 title = {{ELKI} in Time: {ELKI} 0.2 for the Performance Evaluation of Distance Measures for Time Series},
 year = {2009}
}

@inproceedings{DBLP:conf/ssdbm/KriegelKSZ08,
 author = {Hans{-}Peter Kriegel and Peer Kr{\"{o}}ger and Erich Schubert and Arthur Zimek},
 booktitle = {Proceedings of the 20th International Conference on Scientific and Statistical Database Management (SSDBM),
Hong Kong, China},
 doi = {10.1007/978-3-540-69497-7_27},
 pages = {418--435},
 title = {A General Framework for Increasing the Robustness of PCA-Based Correlation Clustering Algorithms},
 year = {2008}
}

@mastersthesis{Sch08,
 address = {Munich, Germany},
 author = {Erich Schubert},
 school = {Ludwig-Maximilians-Universit{\"{a}}t M{\"{u}}nchen, Munich, Germany},
 title = {Statistical Approaches for Robustifying Correlation Clustering Algorithms},
 type = {Diploma thesis},
 year = {2008}
}

@inproceedings{RilSch05,
 author = {Patrick F. Riley and Erich Schubert},
 booktitle = {Axmedis 2005: Proceedings of the 1st International conference on Automated production of Cross Media content
for Multi-channel distribution},
 doi = {10.1400/41109},
 title = {{mReplay}: Mobile Sports Replay and Fan Democracy},
 url = {https://doi.org/10.1400/41109},
 year = {2005}
}

@inproceedings{DBLP:conf/extreme/SchubertSB05,
 author = {Erich Schubert and Sebastian Schaffert and Fran{\c{c}}ois Bry},
 booktitle = {Proceedings of the Extreme Markup Languages 2005 Conference, Montreal, Quebec, Canada},
 title = {Structure-Preserving Difference Search for {XML} Documents},
 url = {http://www.mulberrytech.com/Extreme/Proceedings/html/2005/Schaffert01/EML2005Schaffert01.html},
 year = {2005}
}

@mastersthesis{Sch05,
 address = {Munich, Germany},
 author = {Erich Schubert},
 school = {Ludwig-Maximilians-Universit{\"{a}}t M{\"{u}}nchen, Munich, Germany},
 title = {Structure Preserving Difference Search in Semistructured Data},
 type = {Project thesis (undergraduate)},
 year = {2005}
}