Interactive Outlier Exploration in Big Data Streams
Summary: VSOutlier enables interactive exploration of outliers in big data streams with diverse types and efficient detection. Real-time analytics on stock transactions and moving-object streams help analysts identify, understand, and respond to phenomena. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Lei Cao
- 2. Qingyang Wang
- 3. Elke A. Rundensteiner
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,022 | DBSherlock: A Performance Diagnostic Tool for Transactional Databases | 2016 | SIGMOD | 0.00014614917 |
| 1,854 | Distance-based Outlier Detection in Data Streams | 2016 | VLDB | 0.00010317762 |
| 2,126 | MacroBase: Prioritizing Attention in Fast Data | 2017 | SIGMOD | 9.4887794e-05 |
| 3,012 | NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing | 2019 | VLDB | 7.7153586e-05 |
| 5,324 | Clustering Stream Data by Exploring the Evolution of Density Mountain | 2018 | VLDB | 5.5691645e-05 |
| 8,157 | TOD: GPU-accelerated Outlier Detection via Tensor Operations | 2023 | VLDB | 4.5730908e-05 |
| 8,697 | Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries | 2024 | SIGMOD | 4.4657888e-05 |
| 8,707 | Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries | 2021 | SIGMOD | 4.463922e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 161 | LOF: Identifying Density-Based Local Outliers | 2000 | SIGMOD | 0.00039846974 |
| 701 | Efficient Algorithms for Mining Outliers from Large Data Sets | 2000 | SIGMOD | 0.00017938417 |
| 774 | Algorithms for Mining Distance-Based Outliers in Large Datasets | 1998 | VLDB | 0.00016865771 |
| 3,920 | Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms | 2013 | SIGMOD | 6.6309693e-05 |
| 4,035 | Big Data in Capital Markets | 2013 | SIGMOD | 6.509242e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,218 | Mining Deviants in a Time Series Database | 1999 | VLDB | 4.5566051e-05 |
| 9,709 | Outlier Summarization via Human Interpretable Rules | 2024 | VLDB | 4.299267e-05 |
| 9,475 | OIE: An Interpretable System for Outlier Explanation and Summarization | 2025 | SIGMOD | 4.3341665e-05 |
| 2,629 | Online Outlier Detection in Sensor Data Using Non-Parametric Models | 2006 | VLDB | 8.4160309e-05 |
| 7,575 | Human-in-the-loop Outlier Detection | 2020 | SIGMOD | 4.7068909e-05 |
| 4,552 | Outlier Detection for High Dimensional Data | 2001 | SIGMOD | 6.0922282e-05 |
| 6,991 | Sharing-Aware Outlier Analytics over High-Volume Data Streams | 2016 | SIGMOD | 4.8702811e-05 |
| 8,500 | Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams | 2010 | SIGMOD | 4.4974096e-05 |
| 8,707 | Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries | 2021 | SIGMOD | 4.463922e-05 |
| 3,920 | Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms | 2013 | SIGMOD | 6.6309693e-05 |