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Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications

Summary: CLIQUE discovers dense subspace clusters in high dimensions, identifying subspaces of maximum dimensionality. It outputs compact DNF cluster descriptions, is order-insensitive, distribution-agnostic, and scales to large datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3005
Venue
SIGMOD
Year
1998
Pagerank
0.00029311426
Overall Rank
277 | 98.08%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 33 of 33 citing papers.

Rank Citing Paper Year Venue Pagerank
161 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00039846974
214 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003363692
270 OPTICS: Ordering Points To Identify the Clustering Structure 1999 SIGMOD 0.00029505642
313 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.00028097557
1,372 SQLEM: Fast Clustering in SQL using the EM Algorithm 2000 SIGMOD 0.00012318334
1,595 Fast Algorithms for Projected Clustering 1999 SIGMOD 0.00011222442
1,598 Semantic Compression and Pattern Extraction with Fascicles 1999 VLDB 0.00011202905
1,806 Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces 2000 VLDB 0.00010490769
2,822 Finding Intensional Knowledge of Distance-Based Outliers 1999 VLDB 8.0608136e-05
2,852 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 8.0151391e-05
3,376 A Monte Carlo Algorithm for Fast Projective Clustering 2002 SIGMOD 7.1630476e-05
3,475 Optimal Grid-Clustering: Towards Breaking the Curse of Dimensionality in High-Dimensional Clustering 1999 VLDB 7.0614822e-05
3,593 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 6.9385476e-05
3,654 Using Trees to Depict a Forest 2009 VLDB 6.873144e-05
4,162 Computing Clusters of Correlation Connected Objects 2004 SIGMOD 6.3937203e-05
4,201 Meet Charles, big data query advisor 2013 CIDR 6.3639451e-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
5,276 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 5.5905507e-05
5,760 Outlier-robust Clustering using Independent Components 2008 SIGMOD 5.3382727e-05
6,544 A Framework for Measuring Changes in Data Characteristics 1999 PODS 5.0202405e-05
7,829 CURLER: Finding and Visualizing Nonlinear Correlation Clusters 2005 SIGMOD 4.6400142e-05
8,081 Concise Descriptions of Subsets of Structured Sets 2003 PODS 4.5907825e-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
8,466 Building Statistical Models and Scoring with UDFs 2007 SIGMOD 4.5050696e-05
9,068 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 4.4034035e-05
9,115 MapReduce Algorithms for Big Data Analysis 2012 VLDB 4.3932167e-05
11,653 Data Pipelines for User Group Analytics 2019 SIGMOD 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
12,622 A Shrinking-Based Approach for Multi-Dimensional Data Analysis 2003 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
27 Efficient and Effective Clustering Methods for Spatial Data Mining 1994 VLDB 0.00080736878
33 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00077324389
473 Sampling Large Databases for Association Rules 1996 VLDB 0.0002233798
599 Mining Quantitative Association Rules in Large Relational Tables 1996 SIGMOD 0.00019394214
657 Dynamic Itemset Counting and Implication Rules for Market Basket Data 1997 SIGMOD 0.00018553891
840 Efficiently Mining Long Patterns from Databases 1998 SIGMOD 0.00016058396
1,107 SPRINT: A Scalable Parallel Classifier for Data Mining 1996 VLDB 0.00013985717
1,183 A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space 1997 PODS 0.00013455596
1,359 Range Queries in OLAP Data Cubes 1997 SIGMOD 0.0001238588
3,822 Association Rules over Interval Data 1997 SIGMOD 6.7263391e-05
6,465 Data mining, Hypergraph Transversals, and Machine Learning 1997 PODS 5.0530117e-05
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