A Decomposition-Based Simulated Annealing Technique for Data Clustering
Summary: Recasts data clustering as a graph-partitioning problem and introduces a decomposition-based simulated annealing that randomly samples subgraphs into memory to avoid poor locality and thrashing. Dramatically cuts disk I/O while preserving high-quality clustering results. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kien A. Hua
- 2. S. D. Lang
- 3. Wen K. Lee
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 285 | Automating Physical Database Design in a Parallel Database | 2002 | SIGMOD | 0.00028978423 |
| 6,073 | Window Query-Optimal Clustering of Spatial Objects | 1995 | PODS | 5.2215154e-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 |
|---|---|---|---|---|
| 782 | Optimization of Large Join Queries: Combining Heuristics and Combinatorial Techniques | 1989 | SIGMOD | 0.00016665859 |
| 811 | Left-Deep Vs. Bushy Trees: An Analysis Of Strategy Spaces And Its Implications For Query Optimization | 1991 | SIGMOD | 0.00016385568 |
| 1,657 | A Stochastic Approach for Clustering in Object Bases | 1991 | SIGMOD | 0.00010975412 |
| 1,894 | On the Performance of Object Clustering Techniques | 1992 | SIGMOD | 0.00010175304 |
| 2,268 | Extending the Search Strategy in a Query Optimizer | 1991 | VLDB | 9.1524415e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 388 | Optimization of Large Join Queries | 1988 | SIGMOD | 0.00024654816 |
| 13,687 | Replicated Declustering of Spatial Data | 2004 | PODS | - |
| 4,499 | Multi-Dimensional Balanced Graph Partitioning via Projected Gradient Descent | 2019 | VLDB | 6.132875e-05 |
| 8,060 | Declustering Databases on Heterogeneous Disk Systems | 1995 | VLDB | 4.5902983e-05 |
| 10,575 | Unleashing Graph Partitioning for Large-Scale Nearest Neighbor Search | 2025 | VLDB | 4.1905499e-05 |
| 6,073 | Window Query-Optimal Clustering of Spatial Objects | 1995 | PODS | 5.2215154e-05 |
| 1,657 | A Stochastic Approach for Clustering in Object Bases | 1991 | SIGMOD | 0.00010975412 |
| 3,600 | Parallel Local Graph Clustering | 2016 | VLDB | 6.9285467e-05 |
| 3,246 | The Idea of De-Clustering and Its Applications | 1986 | VLDB | 7.3239558e-05 |
| 569 | Query Optimization by Simulated Annealing | 1987 | SIGMOD | 0.00019912758 |