Summarization and Matching of Density-Based Clusters in Streaming Environments
Summary: Extends density-based streaming clustering from extraction to real-time summarization and matching of arbitrary-shaped clusters. Proposes Skeletal Grid Summarization (SGS) for multi-resolution features, an integrated C-SGS piggybacked on online clustering, and fast matching against past clusters. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Di Yang
- 2. Elke A. Rundensteiner
- 3. Matthew O. Ward
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,125 | DenForest: Enabling Fast Deletion in Incremental Density-Based Clustering over Sliding Windows | 2022 | SIGMOD | 5.1987868e-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 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 33 | BIRCH: An Efficient Data Clustering Method for Very Large Databases | 1996 | SIGMOD | 0.00077324389 |
| 662 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018475968 |
| 1,816 | Incremental Clustering for Mining in a Data Warehousing Environment | 1998 | VLDB | 0.0001045313 |
| 7,419 | A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data | 2009 | VLDB | 4.7348504e-05 |
| 8,500 | Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams | 2010 | SIGMOD | 4.4974096e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,310 | Online Event-driven Subsequence Matching over Financial Data Streams | 2004 | SIGMOD | 5.5753015e-05 |
| 11,466 | Fast Density-Peaks Clustering: Multicore-based Parallelization Approach | 2021 | SIGMOD | 4.1945683e-05 |
| 7,480 | Towards Metric DBSCAN: Exact, Approximate, and Streaming Algorithms | 2024 | SIGMOD | 4.7180617e-05 |
| 644 | Densest Subgraph in Streaming and MapReduce | 2012 | VLDB | 0.00018748988 |
| 6,799 | Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering | 2004 | SIGMOD | 4.9232394e-05 |
| 4,089 | On Dense Pattern Mining in Graph Streams [Extended Abstract] | 2010 | VLDB | 6.4587806e-05 |
| 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 |
| 7,419 | A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data | 2009 | VLDB | 4.7348504e-05 |
| 5,324 | Clustering Stream Data by Exploring the Evolution of Density Mountain | 2018 | VLDB | 5.5691645e-05 |