1996
A density-based algorithm for discovering clusters in large spatial Databases with Noise
19,043 citations
Most cited
128 papers in total2000 · ACM SIGMOD Record
LOF
5,269 citationsRead
2000 · Proceedings - ACM-SIGMOD International Conference on Management of Data
LOF
4,110 citationsRead
1999 · ACM SIGMOD Record
OPTICS
4,033 citationsRead
2017 · ACM Transactions on Database Systems
DBSCAN Revisited, Revisited
2,795 citationsRead
2013 · Lecture notes in computer science
Density-Based Clustering Based on Hierarchical Density Estimates
2,614 citationsRead
Newest first
128 papers in total2025
- Efficient outlier detection in numerical and categorical dataData Mining and Knowledge Discovery · 2 citations
2024
- Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier ProfilesIEEE International Conference on Big Data (BigData) · 9 citations
2023
- On the evaluation of outlier detection and one-class classification: a comparative study of algorithms, model selection, and ensemblesData Mining and Knowledge Discovery · 35 citations
- Potential of dissimilarity measure-based computation of protein thermal stability data for determining protein interactionsBriefings in Bioinformatics · 2 citations
- Personalized and Explainable Aspect-based Recommendation using Latent Opinion Groups
- ESIREOS: Efficient, Scalable, Internal, Relative Evaluation of Outliers SolutionsIEEE International Conference on Parallel and Distributed Systems (ICPADS)
2022
- Similarity-Based Unsupervised Evaluation of Outlier DetectionLecture notes in computer science · 5 citations
- CORE-SG: Efficient Computation of Multiple MSTs for Density-Based MethodsProceedings - International Conference on Data Engineering · 4 citations
2021
- Model-Based Clustering with HDBSCAN*Lecture notes in computer science · 10 citations
2020
- Internal Evaluation of Unsupervised Outlier DetectionACM Transactions on Knowledge Discovery from Data · 34 citations
- Correction to: A unified view of density-based methods for semi-supervised clustering and classificationData Mining and Knowledge Discovery · 1 citations
2019
- Density‐based clusteringWiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 122 citations
- Hierarchical Density-Based Clustering Using MapReduceIEEE Transactions on Big Data · 55 citations
- Efficient Computation and Visualization of Multiple Density-Based Clustering HierarchiesIEEE Transactions on Knowledge and Data Engineering · 32 citations
- A unified view of density-based methods for semi-supervised clustering and classificationData Mining and Knowledge Discovery · 29 citations
- Multi-Aspect Review-Team Assignment using Latent Research AreasInformation Processing & Management · 25 citations
- A Modularity-Based Measure for Cluster Selection from Clustering HierarchiesCommunications in computer and information science · 4 citations
- Online Stochastic Prediction of Mid-Flight Aircraft TrajectoriesACM SIGSPATIAL International Workshop on Computational Transportation Science (IWCTS) · 2 citations
- Analyzing and visualizing the canadian research landscape.Conference of the Centre for Advanced Studies on Collaborative Research
2018
- A unified framework of density-based clustering for semi-supervised classificationInternational Conference on Scientific and Statistical Database Management · 14 citations
- MustaCHEProceedings of the VLDB Endowment · 5 citations
2017
- Efficient Computation of Multiple Density-Based Clustering HierarchiesProceedings · 18 citations
- Statistically Significant Co-location Pattern MiningEncyclopedia of GIS · 3 citations
2016
- On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical studyData Mining and Knowledge Discovery · 755 citations
- On the Evaluation of Outlier Detection and One-Class Classification MethodsIEEE International Conference on Data Science and Advanced Analytics (DSAA) · 48 citations
- Active Semi-Supervised Classification Based on Multiple Clustering HierarchiesIEEE International Conference on Data Science and Advanced Analytics (DSAA) · 8 citations
- Finding Surprisingly Frequent Patterns of Variable Lengths in Sequence DataSIAM International Conference on Data Mining · 6 citations
- On the Evaluation of Outlier Detection: Measures, Datasets, and an Empirical Study ContinuedUniversity of Southern Denmark Research Portal (University of Southern Denmark) · 2 citations
2015
- Hierarchical Density Estimates for Data Clustering, Visualization, and Outlier DetectionACM Transactions on Knowledge Discovery from Data · 930 citations
- On the internal evaluation of unsupervised outlier detectionInternational Conference on Scientific and Statistical Database Management · 38 citations
Research in numbers
From OpenAlex- article51
- conference paper51
- book chapter14
- reference entry4
- preprint2
- Lecture notes in computer science15
- Springer eBooks9
- Data Mining and Knowledge Discovery8
- International Conference on Scientific and Statistical Database Management5
- Proceedings5
- Martin Ester30
- Ricardo J. G. B. Campello28
- Hans‐Peter Kriegel27
- Arthur Zimek22
- Mário A. Nascimento17
Experience and education
Universities
2001 to 2025University of Alberta
1996 to 2010Ludwig-Maximilians-Universität München
2002University of Michigan
2001University of British Columbia
Industry and labs
2017Data61
2015Alberta Innovates
2014IBM (Canada)