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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
3006
Venue
SIGMOD
Year
1998
Pagerank
0.00029356968
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
159 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00040135453
213 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003371037
263 OPTICS: Ordering Points To Identify the Clustering Structure 1999 SIGMOD 0.00029955858
313 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.0002809849
1,375 SQLEM: Fast Clustering in SQL using the EM Algorithm 2000 SIGMOD 0.00012321024
1,596 Fast Algorithms for Projected Clustering 1999 SIGMOD 0.00011210688
1,599 Semantic Compression and Pattern Extraction with Fascicles 1999 VLDB 0.00011203327
1,802 Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces 2000 VLDB 0.0001048177
2,826 Finding Intensional Knowledge of Distance-Based Outliers 1999 VLDB 8.0562807e-05
2,854 MRI: Meaningful Interpretations of Collaborative Ratings 2011 VLDB 8.0139911e-05
3,381 A Monte Carlo Algorithm for Fast Projective Clustering 2002 SIGMOD 7.1538392e-05
3,477 Optimal Grid-Clustering: Towards Breaking the Curse of Dimensionality in High-Dimensional Clustering 1999 VLDB 7.0558203e-05
3,597 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 6.9337747e-05
3,651 Using Trees to Depict a Forest 2009 VLDB 6.8727613e-05
4,125 Computing Clusters of Correlation Connected Objects 2004 SIGMOD 6.4248096e-05
4,199 Meet Charles, big data query advisor 2013 CIDR 6.3618577e-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
5,280 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 5.5851818e-05
5,768 Outlier-robust Clustering using Independent Components 2008 SIGMOD 5.3332593e-05
6,542 A Framework for Measuring Changes in Data Characteristics 1999 PODS 5.0147398e-05
7,835 CURLER: Finding and Visualizing Nonlinear Correlation Clusters 2005 SIGMOD 4.6355641e-05
8,083 Concise Descriptions of Subsets of Structured Sets 2003 PODS 4.5864228e-05
8,226 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5505782e-05
8,462 Building Statistical Models and Scoring with UDFs 2007 SIGMOD 4.5007504e-05
8,473 Evaluating Clustering in Subspace Projections of High Dimensional Data 2009 VLDB 4.4985288e-05
9,067 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 4.3991821e-05
9,113 MapReduce Algorithms for Big Data Analysis 2012 VLDB 4.3889284e-05
11,658 Data Pipelines for User Group Analytics 2019 SIGMOD 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
12,631 A Shrinking-Based Approach for Multi-Dimensional Data Analysis 2003 VLDB 4.1905499e-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 0.00080846213
33 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00077399244
473 Sampling Large Databases for Association Rules 1996 VLDB 0.00022304724
602 Mining Quantitative Association Rules in Large Relational Tables 1996 SIGMOD 0.00019350521
651 Dynamic Itemset Counting and Implication Rules for Market Basket Data 1997 SIGMOD 0.00018649942
829 Efficiently Mining Long Patterns from Databases 1998 SIGMOD 0.00016137512
1,108 SPRINT: A Scalable Parallel Classifier for Data Mining 1996 VLDB 0.00013931855
1,180 A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space 1997 PODS 0.00013455619
1,363 Range Queries in OLAP Data Cubes 1997 SIGMOD 0.00012380611
3,817 Association Rules over Interval Data 1997 SIGMOD 6.72838e-05
6,460 Data mining, Hypergraph Transversals, and Machine Learning 1997 PODS 5.0481624e-05
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263 OPTICS: Ordering Points To Identify the Clustering Structure 1999 SIGMOD 0.00029955858
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5,061 Hierarchical Subspace Sampling: A Unified Framework for High Dimensional Data Reduction, Selectivity Estimation and Nearest Neighbor Search 2002 SIGMOD 5.717245e-05
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