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
Authors
- 1. Charu C. Aggarwal (IBM)
BibTeX Citation
@inproceedings{aggarwal_sigmod03,
title = {{A Framework for Diagnosing Changes in Evolving Data Streams}},
author = {Aggarwal, Charu C.},
series = {{SIGMOD} '03},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/872757.872826},
url = {https://dl.acm.org/doi/10.1145/872757.872826},
year = {2003}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 928 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.0001301967 |
| 1,279 | Streaming Pattern Discovery in Multiple Time-Series | 2005 | VLDB | 0.00011226666 |
| 7,510 | Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems | 2021 | SIGMOD | 5.504811e-05 |
| 7,536 | Effective Variation Management for Pseudo Periodical Streams | 2007 | SIGMOD | 5.4983711e-05 |
| 9,455 | A Framework for Projected Clustering of High Dimensional Data Streams | 2004 | VLDB | 5.1733617e-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 |
|---|---|---|---|---|
| 908 | Meaningful Change Detection in Structured Data | 1997 | SIGMOD | 0.00013151499 |
| 4,874 | Efficient Snapshot Differential Algorithms for Data Warehousing | 1996 | VLDB | 6.3701734e-05 |
| 7,355 | A Framework for Measuring Changes in Data Characteristics | 1999 | PODS | 5.5422207e-05 |
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