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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
3175
Venue
SIGMOD
Year
2000
Pagerank
9.7586371e-05
Overall Rank
2,023 | 85.95%
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
2,099 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5429949e-05
3,381 A Monte Carlo Algorithm for Fast Projective Clustering 2002 SIGMOD 7.1538392e-05
4,125 Computing Clusters of Correlation Connected Objects 2004 SIGMOD 6.4248096e-05
4,357 triCluster: An Effective Algorithm for Mining Coherent Clusters in 3D Microarray Data 2005 SIGMOD 6.251058e-05
4,549 Outlier Detection for High Dimensional Data 2001 SIGMOD 6.0866685e-05
4,818 Clustering by Pattern Similarity in Large Data Sets 2002 SIGMOD 5.8955574e-05
5,061 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 5.717245e-05
5,078 Combi-Operator – Database Support for Data Mining Applications 2003 VLDB 5.708568e-05
5,768 Outlier-robust Clustering using Independent Components 2008 SIGMOD 5.3332593e-05
6,289 Putting Context into Schema Matching 2006 VLDB 5.1226008e-05
6,316 On the Effects of Dimensionality Reduction on High Dimensional Similarity Search 2001 PODS 5.1098143e-05
6,892 C2P: Clustering based on Closest Pairs 2001 VLDB 4.8889412e-05
7,835 CURLER: Finding and Visualizing Nonlinear Correlation Clusters 2005 SIGMOD 4.6355641e-05
8,226 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5505782e-05
8,473 Evaluating Clustering in Subspace Projections of High Dimensional Data 2009 VLDB 4.4985288e-05
12,048 Interactive Data Mining with 3D-Parallel-Coordinate-Trees 2013 SIGMOD 4.1905499e-05
12,387 Constrained Locally Weighted Clustering 2008 VLDB 4.1905499e-05
12,417 Detecting Clusters in Moderate-to-High Dimensional Data: Subspace Clustering, Pattern-based Clustering, and Correlation Clustering 2008 VLDB 4.1905499e-05
12,580 k-Means Projective Clustering 2004 PODS 4.1905499e-05
12,668 An Automated System for Web Portal Personalization 2002 VLDB 4.1905499e-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
5,061 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 5.717245e-05
13,814 Design and Analysis of Subspace Clustering Algorithms and their Applicability 2002 VLDB -
13,940 Clustering Methods for Large Databases: From the Past to the Future 1999 SIGMOD -
1,802 Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces 2000 VLDB 0.0001048177
2,099 What is the nearest neighbor in high dimensional spaces? 2000 VLDB 9.5429949e-05
9,067 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 4.3991821e-05
12,417 Detecting Clusters in Moderate-to-High Dimensional Data: Subspace Clustering, Pattern-based Clustering, and Correlation Clustering 2008 VLDB 4.1905499e-05
12,580 k-Means Projective Clustering 2004 PODS 4.1905499e-05
8,473 Evaluating Clustering in Subspace Projections of High Dimensional Data 2009 VLDB 4.4985288e-05
1,596 Fast Algorithms for Projected Clustering 1999 SIGMOD 0.00011210688