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: h106bf4ec0fae99e5
Venue: SIGMOD
Year: 2010
Pagerank: 5.2602516e-05
Overall Rank: 8,869 | 40.38%
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
7,026	Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories	2019	VLDB	5.6180637e-05
9,041	Summarization and Matching of Density-Based Clusters in Streaming Environments	2012	VLDB	5.2321972e-05
12,566	Mining and Linking Patterns across Live Data Streams and Stream Archives	2013	VLDB	4.9793485e-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
928	A Framework for Clustering Evolving Data Streams	2003	VLDB	0.00013025824
7,847	A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data	2009	VLDB	5.4413352e-05

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5	7,421	Efficient Evaluation of Object-Centric Exploration Queries for Visualization	2015	VLDB
6	1,290	Querying and Mining Data Streams: You Only Get One Look	2002	SIGMOD
7	8,080	Data Stream Clustering: An In-depth Empirical Study	2023	SIGMOD
8	928	A Framework for Clustering Evolving Data Streams	2003	VLDB
9	3,043	Interactive Outlier Exploration in Big Data Streams	2014	VLDB
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