Publications

@inproceedings{DBLP:conf/sisap/JanosovaLBSD24,
 author = {Miriama J{\'{a}}nosov{\'{a}} and Andreas Lang and Petra Bud{\'{\i}}kov{\'{a}} and Erich Schubert and Vlastislav Dohnal},
 title = {Advancing the {PAM} Algorithm to Semi-supervised k-Medoids Clustering},
 booktitle = {Proceedings of the 17th International Conference on Similarity Search and Applications (SISAP), Providence, RI, USA},
 doi = {10.1007/978-3-031-75823-2\_19},
 pages = {223--237},
 volume = {15268},
 year = {2024}
}

@inproceedings{DBLP:conf/sisap/Schubert24,
 author = {Erich Schubert},
 title = {Hierarchical Clustering Without Pairwise Distances by Incremental Similarity Search},
 booktitle = {Proceedings of the 17th International Conference on Similarity Search and Applications (SISAP), Providence, RI, USA},
 doi = {10.1007/978-3-031-75823-2\_20},
 pages = {238--252},
 year = {2024}
}

@inproceedings{DBLP:conf/sisap/ThordsenS24,
 author = {Erik Thordsen and Erich Schubert},
 title = {Grouping Sketches to Index High-Dimensional Data in a Resource-Limited Setting},
 booktitle = {Proceedings of the 17th International Conference on Similarity Search and Applications (SISAP), Providence, RI, USA},
 doi = {10.1007/978-3-031-75823-2\_23},
 pages = {274--282},
 year = {2024}
}

@article{DBLP:journals/is/LenssenS24,
 author = {Lars Lenssen and Erich Schubert},
 doi = {10.1016/J.IS.2023.102290},
 journal = {Information Systems},
 pages = {102290},
 title = {Medoid Silhouette clustering with automatic cluster number selection},
 url = {https://doi.org/10.1016/j.is.2023.102290},
 volume = {120},
 year = {2024}
}

@inproceedings{DBLP:conf/ismar/DerksenBEMMPPRRCSSKBW23,
  author       = {Melanie Derksen and
                  Julia Becker and
                  Mohammad Fazleh Elahi and
                  Angelika Maier and
                  Marius Maile and
                  Ingo Oliver P{\"{a}}tzold and
                  Jonas Penningroth and
                  Bettina Reglin and
                  Markus Rothg{\"{a}}nger and
                  Philipp Cimiano and
                  Erich Schubert and
                  Silke Schwandt and
                  Torsten W. Kuhlen and
                  Mario Botsch and
                  Tim Weissker},
  title        = {Who Did What When? Discovering Complex Historical Interrelations in
                  Immersive Virtual Reality},
  booktitle    = {{IEEE} International Symposium on Mixed and Augmented Reality, {ISMAR}
                  2023, Sydney, Australia},
  pages        = {129--137},
  publisher    = {{IEEE}},
  year         = {2023},
  doi          = {10.1109/ISMAR59233.2023.00027},
}

@inproceedings{DBLP:conf/sisap/LangS23,
 author = {Andreas Lang and Erich Schubert},
 booktitle = {Proceedings of the 16th International Conference on Similarity Search and Applications (SISAP), A Coruna, Spain},
 DOI = {10.1007/978-3-031-46994-7_13},
 title = {Accelerating k-Means Clustering with Cover Trees},
 year = {2023}
}

@inproceedings{DBLP:conf/sisap/ThordsenS23,
 author = {Erik Thordsen and Erich Schubert},
 booktitle = {Proceedings of the 16th International Conference on Similarity Search and Applications (SISAP), A Coruna, Spain},
 DOI = {10.1007/978-3-031-46994-7_4},
 title = {An Alternating Optimization Scheme for Binary Sketches for Cosine Similarity Search},
 year = {2023}
}

@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/lwa/LensenSS23,
 author = {Lars Lenssen and Niklas Strahmann and Erich Schubert},
 booktitle = {Proceedings of the Conference "Lernen, Wissen, Daten, Analysen" ({LWDA}), Marburg, Germany},
 note = {to appear, KDML best paper award},
 title = {Fast k-Nearest-Neighbor-Consistent Clustering},
 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}
}

@proceedings{DBLP:conf/pkdd/2020-w,
 doi = {10.1007/978-3-030-65965-3},
 editor = {Irena Koprinska and Michael Kamp and Annalisa Appice and Corrado Loglisci and Luiza Antonie and Albrecht Zimmermann
and Riccardo Guidotti and {\"{O}}zlem {\"{O}}zg{\"{o}}bek and Rita P. Ribeiro and Ricard Gavald{\`{a}} and Jo{\~{a}}o Gama and Linara Adilova and Yamuna Krishnamurthy and Pedro M. Ferreira and Donato Malerba and Ib{\'{e}}ria Medeiros and Michelangelo Ceci and Giuseppe Manco and Elio Masciari and Zbigniew W. Ras and Peter Christen and Eirini Ntoutsi and Erich Schubert and Arthur Zimek and Anna Monreale and Przemyslaw Biecek and Salvatore Rinzivillo and Benjamin Kille and Andreas Lommatzsch and Jon Atle Gulla},
 isbn = {978-3-030-65964-6},
 publisher = {Springer},
 series = {Communications in Computer and Information Science},
 title = {{ECML} {PKDD} 2020 Workshops - Workshops of the European Conference on Machine Learning and Knowledge Discovery
in Databases {(ECML} {PKDD} 2020): SoGood 2020, {PDFL} 2020, {MLCS} 2020, {NFMCP} 2020, {DINA} 2020, {EDML} 2020, {XKDD} 2020 and {INRA} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings},
 volume = {1323},
 year = {2020}
}

@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}
}

@proceedings{DBLP:conf/sdm/2019edml,
 editor = {Eirini Ntoutsi and Erich Schubert and Arthur Zimek and Albrecht Zimmermann},
 publisher = {CEUR-WS.org},
 series = {{CEUR} Workshop Proceedings},
 title = {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},
 url = {http://ceur-ws.org/Vol-2436},
 volume = {2436},
 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}
}

@proceedings{DBLP:conf/sisap/2016,
 doi = {10.1007/978-3-319-46759-7},
 editor = {Laurent Amsaleg and Michael E. Houle and Erich Schubert},
 isbn = {978-3-319-46758-0},
 series = {Lecture Notes in Computer Science},
 title = {Similarity Search and Applications - 9th International Conference, {SISAP} 2016, Tokyo, Japan, October 24-26,
2016. Proceedings},
 volume = {9939},
 year = {2016}
}

@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}
}