Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams

Summary: ViStream: interactive visual exploration of neighbor-based patterns in streams. A shared multi-query execution strategy for real-time pattern mining (clusters, outliers) plus a visualization layer enabling dynamic parameter tuning across time horizons. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4398
Venue: SIGMOD
Year: 2010
Pagerank: 5.3809865e-05
Overall Rank: 8,704 | 40.29%
DOI: 10.1145/1807167.1807305

Incoming Non-self Citations Over Time

Authors

1. Di Yang (Worcester Polytechnic Institute)
2. Zhenyu Guo (Worcester Polytechnic Institute)
3. Zaixian Xie (Worcester Polytechnic Institute)
4. Elke Rundensteiner (Worcester Polytechnic Institute)
5. Matthew Ward (Worcester Polytechnic Institute)

BibTeX Citation

@inproceedings{yang_sigmod10,
        title = {{Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams}},
        author = {Yang, Di and Guo, Zhenyu and Xie, Zaixian and Rundensteiner, Elke and Ward, Matthew},
        series = {{SIGMOD} '10},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1807167.1807305},
        url = {https://dl.acm.org/doi/10.1145/1807167.1807305},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,880	Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories	2019	VLDB	5.7470112e-05
8,881	Summarization and Matching of Density-Based Clusters in Streaming Environments	2012	VLDB	5.3520513e-05
12,275	Mining and Linking Patterns across Live Data Streams and Stream Archives	2013	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
907	A Framework for Clustering Evolving Data Streams	2003	VLDB	0.00013309819
7,695	A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data	2009	VLDB	5.5661355e-05

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8	907	A Framework for Clustering Evolving Data Streams	2003	VLDB
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