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Arthur Zimek
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Publications
- 2024
- [i10]Alastair Anderberg, James Bailey, Ricardo J. G. B. Campello, Michael E. Houle, Henrique O. Marques, Milos Radovanovic, Arthur Zimek:
Dimensionality-Aware Outlier Detection: Theoretical and Experimental Analysis. CoRR abs/2401.05453 (2024) - 2023
- [j38]Henrique O. Marques, Lorne Swersky, Jörg Sander, Ricardo J. G. B. Campello, Arthur Zimek:
On the evaluation of outlier detection and one-class classification: a comparative study of algorithms, model selection, and ensembles. Data Min. Knowl. Discov. 37(4): 1473-1517 (2023) - 2022
- [c67]Henrique O. Marques, Arthur Zimek, Ricardo J. G. B. Campello, Jörg Sander:
Similarity-Based Unsupervised Evaluation of Outlier Detection. SISAP 2022: 234-248 - 2021
- [c64]Jonatan Møller Nuutinen Gøttcke, Arthur Zimek, Ricardo J. G. B. Campello:
Non-parametric Semi-supervised Learning by Bayesian Label Distribution Propagation. SISAP 2021: 118-132 - 2020
- [j32]Jadson Castro Gertrudes, Arthur Zimek, Jörg Sander, Ricardo J. G. B. Campello:
Correction to: A unified view of density-based methods for semi-supervised clustering and classification. Data Min. Knowl. Discov. 34(6): 1984-1985 (2020) - [j30]Henrique O. Marques, Ricardo J. G. B. Campello, Jörg Sander, Arthur Zimek:
Internal Evaluation of Unsupervised Outlier Detection. ACM Trans. Knowl. Discov. Data 14(4): 47:1-47:42 (2020) - [j29]Ricardo J. G. B. Campello, Peer Kröger, Jörg Sander, Arthur Zimek:
Density-based clustering. WIREs Data Mining Knowl. Discov. 10(2) (2020) - 2019
- [j26]Jadson Castro Gertrudes, Arthur Zimek, Jörg Sander, Ricardo J. G. B. Campello:
A unified view of density-based methods for semi-supervised clustering and classification. Data Min. Knowl. Discov. 33(6): 1894-1952 (2019) - 2018
- [c51]Jadson Castro Gertrudes, Arthur Zimek, Jörg Sander, Ricardo J. G. B. Campello:
A unified framework of density-based clustering for semi-supervised classification. SSDBM 2018: 11:1-11:12 - 2016
- [j22]Guilherme Oliveira Campos, Arthur Zimek, Jörg Sander, Ricardo J. G. B. Campello, Barbora Micenková, Erich Schubert, Ira Assent, Michael E. Houle:
On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study. Data Min. Knowl. Discov. 30(4): 891-927 (2016) - [j21]Pablo A. Jaskowiak, Davoud Moulavi, Antonio C. S. Furtado, Ricardo J. G. B. Campello, Arthur Zimek, Jörg Sander:
On strategies for building effective ensembles of relative clustering validity criteria. Knowl. Inf. Syst. 47(2): 329-354 (2016) - [c46]Lorne Swersky, Henrique O. Marques, Jörg Sander, Ricardo J. G. B. Campello, Arthur Zimek:
On the Evaluation of Outlier Detection and One-Class Classification Methods. DSAA 2016: 1-10 - 2015
- [j17]Ricardo J. G. B. Campello, Davoud Moulavi, Arthur Zimek, Jörg Sander:
Hierarchical Density Estimates for Data Clustering, Visualization, and Outlier Detection. ACM Trans. Knowl. Discov. Data 10(1): 5:1-5:51 (2015) - [c43]Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek, Jörg Sander:
On the internal evaluation of unsupervised outlier detection. SSDBM 2015: 7:1-7:12 - 2014
- [c42]Jundong Li, Jörg Sander, Ricardo J. G. B. Campello, Arthur Zimek:
Active Learning Strategies for Semi-Supervised DBSCAN. Canadian AI 2014: 179-190 - [c41]Mojgan Pourrajabi, Davoud Moulavi, Ricardo J. G. B. Campello, Arthur Zimek, Jörg Sander, Randy Goebel:
Model Selection for Semi-Supervised Clustering. EDBT 2014: 331-342 - [c37]Davoud Moulavi, Pablo A. Jaskowiak, Ricardo J. G. B. Campello, Arthur Zimek, Jörg Sander:
Density-Based Clustering Validation. SDM 2014: 839-847 - [c36]Arthur Zimek, Ricardo J. G. B. Campello, Jörg Sander:
Data perturbation for outlier detection ensembles. SSDBM 2014: 13:1-13:12 - 2013
- [j14]Ricardo J. G. B. Campello, Davoud Moulavi, Arthur Zimek, Jörg Sander:
A framework for semi-supervised and unsupervised optimal extraction of clusters from hierarchies. Data Min. Knowl. Discov. 27(3): 344-371 (2013) - [j13]Arthur Zimek, Ricardo J. G. B. Campello, Jörg Sander:
Ensembles for unsupervised outlier detection: challenges and research questions a position paper. SIGKDD Explor. 15(1): 11-22 (2013) - [c35]Arthur Zimek, Matthew Gaudet, Ricardo J. G. B. Campello, Jörg Sander:
Subsampling for efficient and effective unsupervised outlier detection ensembles. KDD 2013: 428-436
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