Detecting Clusters in Moderate-to-High Dimensional Data: Subspace Clustering, Pattern-based Clustering, and Correlation Clustering

Summary: Tutorial clarifies definitions across subspace, pattern-based, and correlation clustering in moderate-to-high dimensions. Highlights how differing formulations and assumptions across methods often address different problems rather than a single task. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 9800
Venue: VLDB
Year: 2008
Pagerank: 4.1945683e-05
Overall Rank: 12,408 | 13.68%
DOI: -

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 6 of 6 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
277	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	1998	SIGMOD	0.00029311426
1,595	Fast Algorithms for Projected Clustering	1999	SIGMOD	0.00011222442
2,019	Finding Generalized Projected Clusters in High Dimensional Spaces	2000	SIGMOD	9.7707059e-05
2,107	What is the nearest neighbor in high dimensional spaces?	2000	VLDB	9.5330494e-05
4,162	Computing Clusters of Correlation Connected Objects	2004	SIGMOD	6.3937203e-05
4,817	Clustering by Pattern Similarity in Large Data Sets	2002	SIGMOD	5.8987807e-05

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12,571	k-Means Projective Clustering	2004	PODS	4.1945683e-05
4,162	Computing Clusters of Correlation Connected Objects	2004	SIGMOD	6.3937203e-05
277	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	1998	SIGMOD	0.00029311426
1,595	Fast Algorithms for Projected Clustering	1999	SIGMOD	0.00011222442
13,926	Clustering Methods for Large Databases: From the Past to the Future	1999	SIGMOD	-
2,019	Finding Generalized Projected Clusters in High Dimensional Spaces	2000	SIGMOD	9.7707059e-05
13,800	Design and Analysis of Subspace Clustering Algorithms and their Applicability	2002	VLDB	-
8,168	Evaluating Clustering in Subspace Projections of High Dimensional Data	2009	VLDB	4.5701004e-05