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Clustering by Pattern Similarity in Large Data Sets

Summary: pCluster: pattern-based similarity; clustering by coherent patterns on a subset of dimensions, not by value proximity. Applies to gene expression and collaborative filtering; shows an efficient algorithm with real and synthetic data demonstrations. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3428
Venue
SIGMOD
Year
2002
Pagerank
6.4980201e-05
Overall Rank
4,812 | 66.99%
DOI
10.1145/564691.564737

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{wang_sigmod02,
        title = {{Clustering by Pattern Similarity in Large Data Sets}},
        author = {Wang, Haixun and Wang, Wei and Yang, Jiong and Yu, Philip S.},
        series = {{SIGMOD} '02},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/564691.564737},
        url = {https://dl.acm.org/doi/10.1145/564691.564737},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
4,775 triCluster: An Effective Algorithm for Mining Coherent Clusters in 3D Microarray Data 2005 SIGMOD 6.513866e-05
4,856 Computing Clusters of Correlation Connected Objects 2004 SIGMOD 6.4752952e-05
7,844 Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation 2024 VLDB 5.5332653e-05
12,602 Detecting Clusters in Moderate-to-High Dimensional Data: Subspace Clustering, Pattern-based Clustering, and Correlation Clustering 2008 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

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
31 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00050347119
88 Efficient and Effective Clustering Methods for Spatial Data Mining 1994 VLDB 0.00035240327
304 Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications 1998 SIGMOD 0.00021917388
1,646 Fast Algorithms for Projected Clustering 1999 SIGMOD 0.00010128564
1,721 Semantic Compression and Pattern Extraction with Fascicles 1999 VLDB 9.9258415e-05
1,833 Finding Generalized Projected Clusters in High Dimensional Spaces 2000 SIGMOD 9.6566846e-05
Previous Page 1 / 1 Next

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