Advancing Data Clustering via Projective Clustering Ensembles
Summary: Single-objective PCE unifies object- and feature-based representations via distance to the ensemble, addressing independence issues of two-objective PCE. Two cluster-based approximations align with standard ensemble paradigms; benchmarks show improved results over prior PCE methods. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,333 | The Gibbs–Rand Model | 2022 | PODS | 4.1905499e-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 |
|---|---|---|---|---|
| 1,596 | Fast Algorithms for Projected Clustering | 1999 | SIGMOD | 0.00011210688 |
| 3,381 | A Monte Carlo Algorithm for Fast Projective Clustering | 2002 | SIGMOD | 7.1538392e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,067 | A Framework for Projected Clustering of High Dimensional Data Streams | 2004 | VLDB | 4.3991821e-05 |
| 6,023 | Uncertain Centroid based Partitional Clustering of Uncertain Data | 2012 | VLDB | 5.2365238e-05 |
| 11,469 | Fast Density-Peaks Clustering: Multicore-based Parallelization Approach | 2021 | SIGMOD | 4.1905499e-05 |
| 3,381 | A Monte Carlo Algorithm for Fast Projective Clustering | 2002 | SIGMOD | 7.1538392e-05 |
| 12,387 | Constrained Locally Weighted Clustering | 2008 | VLDB | 4.1905499e-05 |
| 2,023 | Finding Generalized Projected Clusters in High Dimensional Spaces | 2000 | SIGMOD | 9.7586371e-05 |
| 11,048 | Ensemble Clustering based on Meta-Learning and Hyperparameter Optimization | 2024 | VLDB | 4.1905499e-05 |
| 1,596 | Fast Algorithms for Projected Clustering | 1999 | SIGMOD | 0.00011210688 |
| 8,473 | Evaluating Clustering in Subspace Projections of High Dimensional Data | 2009 | VLDB | 4.4985288e-05 |
| 12,580 | k-Means Projective Clustering | 2004 | PODS | 4.1905499e-05 |