A Particle-and-Density Based Evolutionary Clustering Method for Dynamic Networks
Summary: Particle-and-density evolutionary clustering for dynamic networks; nano-communities and quasi l-KK cliques support variable forming/dissolving communities. Information-theoretic mapping to quasi l-KK with cost embedding yields temporally smoothed, data-aligned clusters and stage detection (evolving/forming/dissolving) with 10x speedups. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Min-Soo Kim
- 2. Jiawei Han
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,484 | Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes | 2012 | VLDB | 7.0524417e-05 |
| 5,827 | On Graph Representation for Attributed Hypergraph Clustering | 2025 | SIGMOD | 5.3113542e-05 |
| 11,211 | Modularity-based Hypergraph Clustering: Random Hypergraph Model, Hyperedge-cluster Relation, and Computation | 2023 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,126 | Trajectory Clustering: A Partition-and-Group Framework | 2007 | SIGMOD | 0.00013821443 |
| 1,816 | Incremental Clustering for Mining in a Data Warehousing Environment | 1998 | VLDB | 0.0001045313 |
| 2,374 | Seeking Stable Clusters in the Blogosphere | 2007 | VLDB | 8.9452874e-05 |
| 4,362 | triCluster: An Effective Algorithm for Mining Coherent Clusters in 3D Microarray Data | 2005 | SIGMOD | 6.2556473e-05 |
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