A Framework for Clustering Evolving Data Streams

Summary: Divide clustering into an online component storing detailed summaries and an offline component using only these summaries. Uses a pyramidal time frame with microclustering to support fast, horizon-aware exploration of evolving data streams. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 8966
Venue: VLDB
Year: 2003
Pagerank: 0.00018466049
Overall Rank: 663 | 95.40%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,349	Streaming Pattern Discovery in Multiple Time-Series	2005	VLDB	0.00012453634
3,535	Entity Resolution with Evolving Rules	2010	VLDB	6.996132e-05
3,691	Detecting Change in Data Streams	2004	VLDB	6.8345284e-05
5,314	Online Event-driven Subsequence Matching over Financial Data Streams	2004	SIGMOD	5.5702825e-05
5,315	Clustering Stream Data by Exploring the Evolution of Density Mountain	2018	VLDB	5.5702177e-05
6,111	Continuously Adaptive Similarity Search	2020	SIGMOD	5.2016636e-05
6,710	Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering	2004	SIGMOD	4.9485574e-05
6,920	Aggregate Profile Clustering for Telco Analytics	2013	VLDB	4.8878659e-05
7,036	Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories	2019	VLDB	4.850155e-05
7,418	A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data	2009	VLDB	4.7306322e-05
7,488	Data Stream Clustering: An In-depth Empirical Study	2023	SIGMOD	4.7135369e-05
8,498	Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams	2010	SIGMOD	4.4930973e-05
8,771	Summarization and Matching of Density-Based Clusters in Streaming Environments	2012	VLDB	4.4517517e-05
9,066	MAIDS: Mining Alarming Incidents from Data Streams	2004	SIGMOD	4.3991821e-05
9,067	A Framework for Projected Clustering of High Dimensional Data Streams	2004	VLDB	4.3991821e-05
9,175	InsightNotes: Summary-Based Annotation Management in Relational Databases	2014	SIGMOD	4.3806741e-05
10,725	BURST: Rendering Clustering Techniques Suitable for Evolving Streams	2025	VLDB	4.1905499e-05
12,086	Mining and Linking Patterns across Live Data Streams and Stream Archives	2013	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
27	Efficient and Effective Clustering Methods for Spatial Data Mining	1994	VLDB	0.00080846213
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077399244
43	Models and Issues in Data Stream Systems	2002	PODS	0.00072660894
263	OPTICS: Ordering Points To Identify the Clustering Structure	1999	SIGMOD	0.00029955858
340	CURE: An Efficient Clustering Algorithm for Large Databases	1998	SIGMOD	0.00026854084
6,722	A Framework for Diagnosing Changes in Evolving Data Streams	2003	SIGMOD	4.9455949e-05

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831	Finding Frequent Items in Data Streams	2008	VLDB	0.00016094846
6,710	Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering	2004	SIGMOD	4.9485574e-05
1,222	Querying and Mining Data Streams: You Only Get One Look	2002	SIGMOD	0.00013205769
6,722	A Framework for Diagnosing Changes in Evolving Data Streams	2003	SIGMOD	4.9455949e-05
8,771	Summarization and Matching of Density-Based Clusters in Streaming Environments	2012	VLDB	4.4517517e-05
2,448	Multi-Dimensional Regression Analysis of Time-Series Data Streams	2002	VLDB	8.7935134e-05
7,488	Data Stream Clustering: An In-depth Empirical Study	2023	SIGMOD	4.7135369e-05
9,067	A Framework for Projected Clustering of High Dimensional Data Streams	2004	VLDB	4.3991821e-05
5,315	Clustering Stream Data by Exploring the Evolution of Density Mountain	2018	VLDB	5.5702177e-05