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Finding Generalized Projected Clusters in High Dimensional Spaces

Summary: Generalized projected clustering finds clusters in arbitrarily aligned subspaces, subspaces defined per cluster, not from original attributes. Uses extended feature vectors to scale to large databases; provides tunable time/space–accuracy tradeoffs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3174
Venue
SIGMOD
Year
2000
Pagerank
9.7707059e-05
Overall Rank
2,019 | 85.96%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
2,107 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5330494e-05
3,376 A Monte Carlo Algorithm for Fast Projective Clustering 2002 SIGMOD 7.1630476e-05
4,162 Computing Clusters of Correlation Connected Objects 2004 SIGMOD 6.3937203e-05
4,362 triCluster: An Effective Algorithm for Mining Coherent Clusters in 3D Microarray Data 2005 SIGMOD 6.2556473e-05
4,552 Outlier Detection for High Dimensional Data 2001 SIGMOD 6.0922282e-05
4,817 Clustering by Pattern Similarity in Large Data Sets 2002 SIGMOD 5.8987807e-05
5,065 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 5.7247716e-05
5,079 Combi-Operator – Database Support for Data Mining Applications 2003 VLDB 5.7140516e-05
5,760 Outlier-robust Clustering using Independent Components 2008 SIGMOD 5.3382727e-05
6,290 Putting Context into Schema Matching 2006 VLDB 5.1271647e-05
6,325 On the Effects of Dimensionality Reduction on High Dimensional Similarity Search 2001 PODS 5.1105081e-05
6,883 C2P: Clustering based on Closest Pairs 2001 VLDB 4.8960306e-05
7,829 CURLER: Finding and Visualizing Nonlinear Correlation Clusters 2005 SIGMOD 4.6400142e-05
8,168 Evaluating Clustering in Subspace Projections of High Dimensional Data 2009 VLDB 4.5701004e-05
8,228 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5549459e-05
12,040 Interactive Data Mining with 3D-Parallel-Coordinate-Trees 2013 SIGMOD 4.1945683e-05
12,379 Constrained Locally Weighted Clustering 2008 VLDB 4.1945683e-05
12,408 Detecting Clusters in Moderate-to-High Dimensional Data: Subspace Clustering, Pattern-based Clustering, and Correlation Clustering 2008 VLDB 4.1945683e-05
12,571 k-Means Projective Clustering 2004 PODS 4.1945683e-05
12,659 An Automated System for Web Portal Personalization 2002 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
5,065 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 5.7247716e-05
13,800 Design and Analysis of Subspace Clustering Algorithms and their Applicability 2002 VLDB -
13,926 Clustering Methods for Large Databases: From the Past to the Future 1999 SIGMOD -
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2,107 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5330494e-05
9,068 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 4.4034035e-05
12,408 Detecting Clusters in Moderate-to-High Dimensional Data: Subspace Clustering, Pattern-based Clustering, and Correlation Clustering 2008 VLDB 4.1945683e-05
12,571 k-Means Projective Clustering 2004 PODS 4.1945683e-05
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1,595 Fast Algorithms for Projected Clustering 1999 SIGMOD 0.00011222442