A Framework for Diagnosing Changes in Evolving Data Streams
Summary: Introduces velocity density estimation to diagnose and visualize evolving trends in fast data streams via temporal and spatial velocity profiles. Provides online single-pass, linear-time analysis and batch screening to predict dissolution, coagulation, and shift, applicable to spatio-temporal data and evolving snapshots. (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 |
|---|---|---|---|---|
| 663 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018466049 |
| 1,349 | Streaming Pattern Discovery in Multiple Time-Series | 2005 | VLDB | 0.00012453634 |
| 6,532 | Effective Variation Management for Pseudo Periodical Streams | 2007 | SIGMOD | 5.0195121e-05 |
| 7,607 | Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems | 2021 | SIGMOD | 4.6931274e-05 |
| 9,067 | A Framework for Projected Clustering of High Dimensional Data Streams | 2004 | VLDB | 4.3991821e-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 |
|---|---|---|---|---|
| 724 | Meaningful Change Detection in Structured Data | 1997 | SIGMOD | 0.00017477352 |
| 4,759 | Efficient Snapshot Differential Algorithms for Data Warehousing | 1996 | VLDB | 5.934668e-05 |
| 6,542 | A Framework for Measuring Changes in Data Characteristics | 1999 | PODS | 5.0147398e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,912 | Randomized Error Removal for Online Spread Estimation in Data Streaming | 2021 | VLDB | 5.8342232e-05 |
| 43 | Models and Issues in Data Stream Systems | 2002 | PODS | 0.00072660894 |
| 1,065 | Processing Complex Aggregate Queries over Data Streams | 2002 | SIGMOD | 0.00014344675 |
| 849 | Dynamic Multidimensional Histograms | 2002 | SIGMOD | 0.00015919478 |
| 9,067 | A Framework for Projected Clustering of High Dimensional Data Streams | 2004 | VLDB | 4.3991821e-05 |
| 3,691 | Detecting Change in Data Streams | 2004 | VLDB | 6.8345284e-05 |
| 1,222 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD | 0.00013205769 |
| 2,448 | Multi-Dimensional Regression Analysis of Time-Series Data Streams | 2002 | VLDB | 8.7935134e-05 |
| 5,315 | Clustering Stream Data by Exploring the Evolution of Density Mountain | 2018 | VLDB | 5.5702177e-05 |
| 663 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018466049 |