Incremental and Effective Data Summarization for Dynamic Hierarchical Clustering
Summary: Incremental data bubbles provide a compact, evolving summary for fast dynamic clustering. Quality-guided updates rebuild only bubbles that degrade compression, via split/merge, delivering faster summarization and preserved or improved clustering. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Samer Nassar
- 2. Jörg Sander
- 3. Corrine Cheng
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,264 | Dynamic Density Based Clustering | 2017 | SIGMOD | 7.3094408e-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 |
| 270 | OPTICS: Ordering Points To Identify the Clustering Structure | 1999 | SIGMOD | 0.00029505642 |
| 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 |
| 8,838 | Data Bubbles: Quality Preserving Performance Boosting for Hierarchical Clustering | 2001 | SIGMOD | 4.438882e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,324 | Clustering Stream Data by Exploring the Evolution of Density Mountain | 2018 | VLDB | 5.5691645e-05 |
| 8,779 | Summarization and Matching of Density-Based Clusters in Streaming Environments | 2012 | VLDB | 4.4539178e-05 |
| 6,989 | Effective Indexing for Dynamic Structural Graph Clustering | 2022 | VLDB | 4.8716197e-05 |
| 10,927 | Computing A Well-Representative Summary of Conjunctive Query Results | 2024 | PODS | 4.1945683e-05 |
| 852 | Dynamic Multidimensional Histograms | 2002 | SIGMOD | 0.00015941524 |
| 11,449 | Data Summarization with Hierarchical Taxonomy | 2021 | SIGMOD | 4.1945683e-05 |
| 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 |
| 8,838 | Data Bubbles: Quality Preserving Performance Boosting for Hierarchical Clustering | 2001 | SIGMOD | 4.438882e-05 |
| 12,623 | Data Bubbles for Non-Vector Data: Speeding-up Hierarchical Clustering in Arbitrary Metric Spaces | 2003 | VLDB | 4.1945683e-05 |