PROUD: PaRallel OUtlier Detection for streams
Summary: PROUD: PaRallel OUtlier Detection for streams, a Flink-based engine for continuous, multi-parameter distance-based outlier detection. Extensible, configurable parallel techniques; simple ingestion API; live metrics; open-source storage for future analysis. (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 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,069 | METER: A Dynamic Concept Adaptation Framework for Online Anomaly Detection | 2024 | VLDB | 6.443981e-05 |
| 8,003 | TOD: GPU-accelerated Outlier Detection via Tensor Operations | 2023 | VLDB | 5.5660333e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,745 | Distance-based Outlier Detection in Data Streams | 2016 | VLDB | 9.9296677e-05 |
| 2,341 | Online Outlier Detection in Sensor Data Using Non-Parametric Models | 2006 | VLDB | 8.8002527e-05 |
| 2,876 | NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing | 2019 | VLDB | 8.0749885e-05 |
| 3,999 | Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms | 2013 | SIGMOD | 7.0402912e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,033 | Interactive Outlier Exploration in Big Data Streams | 2014 | VLDB | 7.8908994e-05 |
| 2,341 | Online Outlier Detection in Sensor Data Using Non-Parametric Models | 2006 | VLDB | 8.8002527e-05 |
| 4,142 | Outlier Detection for High Dimensional Data | 2001 | SIGMOD | 6.938149e-05 |
| 6,711 | Sharing-Aware Outlier Analytics over High-Volume Data Streams | 2016 | SIGMOD | 5.85502e-05 |
| 9,787 | Distance-based Outlier Query Optimization in Apache IoTDB | 2024 | VLDB | 5.2719963e-05 |
| 4,221 | AutoOD: Automatic Outlier Detection | 2023 | SIGMOD | 6.8862117e-05 |
| 3,240 | Real-Time Distance-Based Outlier Detection in Data Streams | 2021 | VLDB | 7.6784549e-05 |
| 8,862 | Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries | 2021 | SIGMOD | 5.4203701e-05 |
| 1,745 | Distance-based Outlier Detection in Data Streams | 2016 | VLDB | 9.9296677e-05 |
| 3,999 | Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms | 2013 | SIGMOD | 7.0402912e-05 |