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Beyond Market Baskets: Generalizing Association Rules to Correlations

Summary: Generalizes association rules to correlations using chi-squared significance for item presence/absence. Proposes an upward-closed correlation measure yielding a border between correlated and uncorrelated itemsets in the lattice, with pruning and an efficient algorithm, validated on census data and a text corpus. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3014
Venue
SIGMOD
Year
1997
Pagerank
0.00014713746
Overall Rank
711 | 95.13%
DOI
10.1145/253260.253327

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{brin_sigmod97,
        title = {{Beyond Market Baskets: Generalizing Association Rules to Correlations}},
        author = {Brin, Sergey and Motwani, Rajeev and Silverstein, Craig},
        series = {{SIGMOD} '97},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/253260.253327},
        url = {https://dl.acm.org/doi/10.1145/253260.253327},
        year = {1997}
}

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Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
161 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027981772
1,421 PrivBasis: Frequent Itemset Mining with Differential Privacy 2012 VLDB 0.00010828328
1,535 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00010463058
1,626 Scalable Techniques for Mining Causal Structures 1998 VLDB 0.00010190299
2,660 Finding Intensional Knowledge of Distance-Based Outliers 1999 VLDB 8.2869029e-05
3,324 Mining Compressed Frequent-Pattern Sets 2005 VLDB 7.5198821e-05
3,969 Cache-conscious Frequent Pattern Mining on a Modern Processor 2005 VLDB 6.9837297e-05
3,990 Mining surprising patterns using temporal description length 1998 VLDB 6.9709253e-05
4,092 Traversing Itemset Lattices with Statistical Metric Pruning 2000 PODS 6.907339e-05
4,280 Measure-driven Keyword-Query Expansion 2009 VLDB 6.7853952e-05
4,969 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 6.4201643e-05
5,633 A New Framework For Itemset Generation 1998 PODS 6.1414792e-05
5,895 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 6.0486927e-05
6,689 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 5.8014872e-05
6,719 Exploratory Mining via Constrained Frequent Set Queries 1999 SIGMOD 5.7944032e-05
8,656 PARAS: A Parameter Space Framework for Online Association Mining 2013 VLDB 5.3909781e-05
9,515 Analyzing Quantitative Databases: Image is Everything 2001 VLDB 5.2567112e-05
10,679 SHARQ: Explainability Framework for Association Rules on Relational Data 2025 SIGMOD 5.093636e-05
12,328 Controlling False Positives in Association Rule Mining 2012 VLDB 5.093636e-05
12,349 Mining Flipping Correlations from Large Datasets with Taxonomies 2012 VLDB 5.093636e-05
12,527 NEAR-Miner: Mining Evolution Associations of Web Site Directories for Efficient Maintenance of Web Archives 2009 VLDB 5.093636e-05
12,656 Optimization of Frequent Itemset Mining on Multiple-Core Processor 2007 VLDB 5.093636e-05
12,882 Mining Frequent Itemsets Using Support Constraints 2000 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0006567919
240 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.0002366381
456 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.00018124452
460 Mining Generalized Association Rules 1995 VLDB 0.00018071773
462 Sampling Large Databases for Association Rules 1996 VLDB 0.00018065337
558 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00016530269
4,766 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.5181854e-05
6,595 Keynote Address 1995 SIGMOD 5.8293232e-05
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