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)

Paper ID: h13e1e7855205eed9
Venue: SIGMOD
Year: 2003
Pagerank: 5.6549701e-05
Overall Rank: 6,888 | 53.69%
DOI: 10.1145/872757.872826

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	0.00013025824
1,278	Streaming Pattern Discovery in Multiple Time-Series	2005	VLDB	0.00011231952
7,505	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	5.5074181e-05
7,530	Effective Variation Management for Pseudo Periodical Streams	2007	SIGMOD	5.5009752e-05
9,446	A Framework for Projected Clustering of High Dimensional Data Streams	2004	VLDB	5.1758119e-05

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	0.00013157386
4,872	Efficient Snapshot Differential Algorithms for Data Warehousing	1996	VLDB	6.3731903e-05
7,352	A Framework for Measuring Changes in Data Characteristics	1999	PODS	5.5448455e-05

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