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)
Incoming Non-self Citations Over Time
Authors
- 1. Di Yang
- 2. Zhenyu Guo
- 3. Zaixian Xie
- 4. Elke Rundensteiner
- 5. Matthew Ward
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,037 | Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories | 2019 | VLDB | 4.8548122e-05 |
| 8,779 | Summarization and Matching of Density-Based Clusters in Streaming Environments | 2012 | VLDB | 4.4539178e-05 |
| 12,078 | Mining and Linking Patterns across Live Data Streams and Stream Archives | 2013 | VLDB | 4.1945683e-05 |
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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 |
|---|---|---|---|---|
| 662 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018475968 |
| 7,419 | A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data | 2009 | VLDB | 4.7348504e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,031 | Event Pattern Matching over Graph Streams | 2015 | VLDB | 5.7499783e-05 |
| 9,068 | A Framework for Projected Clustering of High Dimensional Data Streams | 2004 | VLDB | 4.4034035e-05 |
| 4,089 | On Dense Pattern Mining in Graph Streams [Extended Abstract] | 2010 | VLDB | 6.4587806e-05 |
| 9,619 | Faster Visual Analytics through Pixel-Perfect Aggregation | 2014 | VLDB | 4.3170809e-05 |
| 7,314 | Efficient Evaluation of Object-Centric Exploration Queries for Visualization | 2015 | VLDB | 4.7648346e-05 |
| 1,222 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD | 0.00013213129 |
| 7,488 | Data Stream Clustering: An In-depth Empirical Study | 2023 | SIGMOD | 4.7180617e-05 |
| 662 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018475968 |
| 3,171 | Interactive Outlier Exploration in Big Data Streams | 2014 | VLDB | 7.4447236e-05 |
| 12,078 | Mining and Linking Patterns across Live Data Streams and Stream Archives | 2013 | VLDB | 4.1945683e-05 |