Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms
Summary: Extensible, open-source MOA extension for continuous, distance-based outlier detection over data streams. Four online algorithms for streaming outliers, including two novel methods; emphasis on faster runtimes, flexibility, and reduced space. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,627 | Data Cleaning: Overview and Emerging Challenges | 2016 | SIGMOD | 0.00011086905 |
| 1,854 | Distance-based Outlier Detection in Data Streams | 2016 | VLDB | 0.00010317762 |
| 3,012 | NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing | 2019 | VLDB | 7.7153586e-05 |
| 3,171 | Interactive Outlier Exploration in Big Data Streams | 2014 | VLDB | 7.4447236e-05 |
| 8,244 | PROUD: PaRallel OUtlier Detection for streams | 2020 | SIGMOD | 4.5517083e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 91 | M-tree: An Efficient Access Method for Similarity Search in Metric Spaces | 1997 | VLDB | 0.0005181666 |
| 774 | Algorithms for Mining Distance-Based Outliers in Large Datasets | 1998 | VLDB | 0.00016865771 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,552 | Outlier Detection for High Dimensional Data | 2001 | SIGMOD | 6.0922282e-05 |
| 3,468 | Real-Time Distance-Based Outlier Detection in Data Streams | 2021 | VLDB | 7.0686044e-05 |
| 11,467 | Fast and Exact Outlier Detection in Metric Spaces: A Proximity Graph-based Approach | 2021 | SIGMOD | 4.1945683e-05 |
| 3,171 | Interactive Outlier Exploration in Big Data Streams | 2014 | VLDB | 7.4447236e-05 |
| 6,991 | Sharing-Aware Outlier Analytics over High-Volume Data Streams | 2016 | SIGMOD | 4.8702811e-05 |
| 774 | Algorithms for Mining Distance-Based Outliers in Large Datasets | 1998 | VLDB | 0.00016865771 |
| 8,707 | Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries | 2021 | SIGMOD | 4.463922e-05 |
| 9,787 | Distance-Based Outlier Detection: Consolidation and Renewed Bearing | 2010 | VLDB | 4.2823546e-05 |
| 2,629 | Online Outlier Detection in Sensor Data Using Non-Parametric Models | 2006 | VLDB | 8.4160309e-05 |
| 1,854 | Distance-based Outlier Detection in Data Streams | 2016 | VLDB | 0.00010317762 |