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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
9156
Venue
VLDB
Year
2003
Pagerank
0.00013309819
Overall Rank
907 | 93.78%
DOI
10.1016/B978-012722442-8/50016-1

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{aggarwal_vldb03,
        title = {{A Framework for Clustering Evolving Data Streams}},
        author = {Aggarwal, Charu C. and Han, Jiawei and Wang, Jianyong and Yu, Philip S.},
        journal = {PVLDB},
        series = {{VLDB} '03},
        doi = {10.1016/B978-012722442-8/50016-1},
        url = {https://doi.org/10.1016/B978-012722442-8/50016-1},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,252 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00011483752
3,732 Entity Resolution with Evolving Rules 2010 VLDB 7.1655038e-05
3,785 Detecting Change in Data Streams 2004 VLDB 7.1265312e-05
5,162 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 6.339805e-05
5,335 Clustering Stream Data by Exploring the Evolution of Density Mountain 2018 VLDB 6.2618226e-05
5,846 Continuously Adaptive Similarity Search 2020 SIGMOD 6.0679671e-05
6,880 Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories 2019 VLDB 5.7470112e-05
7,291 Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering 2004 SIGMOD 5.6539603e-05
7,523 Aggregate Profile Clustering for Telco Analytics 2013 VLDB 5.6029996e-05
7,695 A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data 2009 VLDB 5.5661355e-05
7,912 Data Stream Clustering: An In-depth Empirical Study 2023 SIGMOD 5.5181056e-05
8,704 Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams 2010 SIGMOD 5.3809865e-05
8,881 Summarization and Matching of Density-Based Clusters in Streaming Environments 2012 VLDB 5.3520513e-05
9,271 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 5.2945481e-05
9,272 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 5.2945481e-05
9,296 InsightNotes: Summary-Based Annotation Management in Relational Databases 2014 SIGMOD 5.2903329e-05
10,961 BURST: Rendering Clustering Techniques Suitable for Evolving Streams 2025 VLDB 5.093636e-05
12,275 Mining and Linking Patterns across Live Data Streams and Stream Archives 2013 VLDB 5.093636e-05
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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
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
31 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00050347119
88 Efficient and Effective Clustering Methods for Spatial Data Mining 1994 VLDB 0.00035240327
291 OPTICS: Ordering Points To Identify the Clustering Structure 1999 SIGMOD 0.00022264197
351 CURE: An Efficient Clustering Algorithm for Large Databases 1998 SIGMOD 0.00020424271
6,750 A Framework for Diagnosing Changes in Evolving Data Streams 2003 SIGMOD 5.7842742e-05
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