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: 8965
Venue: VLDB
Year: 2003
Pagerank: 0.00018475968
Overall Rank: 662 | 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
1,346	Streaming Pattern Discovery in Multiple Time-Series	2005	VLDB	0.00012466288
3,532	Entity Resolution with Evolving Rules	2010	VLDB	7.0020216e-05
3,685	Detecting Change in Data Streams	2004	VLDB	6.8448674e-05
5,310	Online Event-driven Subsequence Matching over Financial Data Streams	2004	SIGMOD	5.5753015e-05
5,324	Clustering Stream Data by Exploring the Evolution of Density Mountain	2018	VLDB	5.5691645e-05
6,107	Continuously Adaptive Similarity Search	2020	SIGMOD	5.2066612e-05
6,799	Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering	2004	SIGMOD	4.9232394e-05
6,918	Aggregate Profile Clustering for Telco Analytics	2013	VLDB	4.8925595e-05
7,037	Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories	2019	VLDB	4.8548122e-05
7,419	A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data	2009	VLDB	4.7348504e-05
7,488	Data Stream Clustering: An In-depth Empirical Study	2023	SIGMOD	4.7180617e-05
8,500	Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams	2010	SIGMOD	4.4974096e-05
8,779	Summarization and Matching of Density-Based Clusters in Streaming Environments	2012	VLDB	4.4539178e-05
9,067	MAIDS: Mining Alarming Incidents from Data Streams	2004	SIGMOD	4.4034035e-05
9,068	A Framework for Projected Clustering of High Dimensional Data Streams	2004	VLDB	4.4034035e-05
9,171	InsightNotes: Summary-Based Annotation Management in Relational Databases	2014	SIGMOD	4.3848773e-05
10,718	BURST: Rendering Clustering Techniques Suitable for Evolving Streams	2025	VLDB	4.1945683e-05
12,078	Mining and Linking Patterns across Live Data Streams and Stream Archives	2013	VLDB	4.1945683e-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	0.00080736878
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077324389
43	Models and Issues in Data Stream Systems	2002	PODS	0.00072723062
270	OPTICS: Ordering Points To Identify the Clustering Structure	1999	SIGMOD	0.00029505642
341	CURE: An Efficient Clustering Algorithm for Large Databases	1998	SIGMOD	0.00026810548
6,706	A Framework for Diagnosing Changes in Evolving Data Streams	2003	SIGMOD	4.9543915e-05

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Overall Rank	Paper	Year	Venue	Pagerank
10,739	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB	4.1945683e-05
835	Finding Frequent Items in Data Streams	2008	VLDB	0.00016109621
6,799	Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering	2004	SIGMOD	4.9232394e-05
1,222	Querying and Mining Data Streams: You Only Get One Look	2002	SIGMOD	0.00013213129
6,706	A Framework for Diagnosing Changes in Evolving Data Streams	2003	SIGMOD	4.9543915e-05
8,779	Summarization and Matching of Density-Based Clusters in Streaming Environments	2012	VLDB	4.4539178e-05
2,448	Multi-Dimensional Regression Analysis of Time-Series Data Streams	2002	VLDB	8.8032353e-05
7,488	Data Stream Clustering: An In-depth Empirical Study	2023	SIGMOD	4.7180617e-05
9,068	A Framework for Projected Clustering of High Dimensional Data Streams	2004	VLDB	4.4034035e-05
5,324	Clustering Stream Data by Exploring the Evolution of Density Mountain	2018	VLDB	5.5691645e-05