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Research Output 2004 2019

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Book chapter
2016

On the Evaluation of Outlier Detection: Measures, Datasets, and an Empirical Study Continued

Campos, G. O., Zimek, A., Sander, J., Campello, R. J. G. B., Micenková, B., Schubert, E., Assent, I. & Houle, M. E., 2016, Proceedings of the LWDA 2016 Workshops: KDML, FGWM, FGIR, and FGDB, Potsdam, Germany. p. 234 1 p.

Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

Data mining
2015

Fast and Scalable Outlier Detection with Approximate Nearest Neighbor Ensembles

Schubert, E., Zimek, A. & Kriegel, H-P., 2015, Database Systems for Advanced Applications - 20th International Conference, DASFAA 2015, Hanoi, Vietnam, April 20-23, 2015, Proceedings, Part II. Renz, M., Shahabi, C., Zhou, X. & Cheema, M. A. (eds.). Springer, Vol. 9050. p. 19-36 18 p.

Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

On the internal evaluation of unsupervised outlier detection

Marques, H. O., Campello, R. J. G. B., Zimek, A. & Sander, J., 2015, Proceedings of the 27th International Conference on Scientific and Statistical Database Management, SSDBM '15, La Jolla, CA, USA, June 29 - July 1, 2015. Gupta, A. & Rathbun, S. L. (eds.). Association for Computing Machinery, p. 1-12 12 p. 7

Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

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

Schubert, E., Weiler, M. & Zimek, A., 2015, IEEE International Conference on Data Mining Workshop, ICDMW 2015, Atlantic City, NJ, USA, November 14-17, 2015. IEEE Computer Society Press, p. 40-46 7 p.

Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

2014

Frequent pattern mining algorithms for data clustering

Zimek, A., Assent, I. & Vreeken, J., Jul 2014, Frequent Pattern Mining. Aggarwal, C. & Han, J. (eds.). Springer, p. 403-423

Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

2013

Clustering High-Dimensional Data

Zimek, A., 21. Aug 2013, Data Clustering: Algorithms and Applications. Aggarwal, C. C. & Reddy, C. K. (eds.). CRC Press, (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series).

Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

2007

Density-based data analysis and similarity search

Brecheisen, S., Kriegel, H. P., Kröger, P., Pfeifle, M., Schubert, M. & Zimek, A., Dec 2007, Multimedia Data Mining and Knowledge Discovery. Petrushin, V. A. & Khan, L. (eds.). Springer, p. 94-115

Research output: Chapter in Book/Report/Conference proceedingBook chapterResearchpeer-review

Molecular biology
Computer aided engineering
Medical imaging
Purchasing
Data mining