A Framework for Clustering Uncertain Data
Summary: Clustering uncertain data via a general, model-driven framework; integrates visualization to quantify how uncertainty propagates into clustering outcomes. ELKI 0.7 implements diverse algorithms, distance measures, indexing, evaluation metrics, and visualization tools across multiple uncertainty models. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Erich Schubert
- 2. Alexander Koos
- 3. Tobias Emrich
- 4. Andreas Zuefle
- 5. Klaus Arthur Schmid
- 6. Arthur Zimek
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,129 | MacroBase: Prioritizing Attention in Fast Data | 2017 | SIGMOD | 9.4799835e-05 |
| 5,086 | Pivot-based Metric Indexing | 2017 | VLDB | 5.7036022e-05 |
| 9,026 | Dimensional Testing for Reverse k-Nearest Neighbor Search | 2017 | VLDB | 4.4030177e-05 |
| 11,221 | F3 KM: Federated, Fair, and Fast k-means | 2023 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 103 | ULDBs: Databases with Uncertainty and Lineage | 2006 | VLDB | 0.00049520051 |
| 300 | Trio: A System for Data, Uncertainty, and Lineage | 2006 | VLDB | 0.00028503742 |
| 12,048 | Interactive Data Mining with 3D-Parallel-Coordinate-Trees | 2013 | SIGMOD | 4.1905499e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,373 | On Uncertain Graphs Modeling and Queries | 2015 | VLDB | 5.0875991e-05 |
| 7,944 | Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds | 2021 | SIGMOD | 4.6089395e-05 |
| 6,522 | Clustering Uncertain Graphs | 2018 | VLDB | 5.0230003e-05 |
| 4,156 | Uncertainty Management in Rule-Based Information Extraction Systems | 2009 | SIGMOD | 6.3947765e-05 |
| 12,386 | Query Answering Techniques on Uncertain and Probabilistic Data | 2008 | SIGMOD | 4.1905499e-05 |
| 7,633 | Mining Frequent Itemsets over Uncertain Databases | 2012 | VLDB | 4.6869557e-05 |
| 6,023 | Uncertain Centroid based Partitional Clustering of Uncertain Data | 2012 | VLDB | 5.2365238e-05 |
| 757 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017062337 |
| 1,863 | Approximation Algorithms for Clustering Uncertain Data | 2008 | PODS | 0.00010287379 |
| 8,084 | Similarity Search and Mining in Uncertain Databases | 2010 | VLDB | 4.5861412e-05 |