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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
2953
Venue
SIGMOD
Year
1997
Pagerank
0.00017417893
Overall Rank
735 | 94.90%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
182 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00036955562
1,566 PrivBasis: Frequent Itemset Mining with Differential Privacy 2012 VLDB 0.00011324162
1,604 Scalable Techniques for Mining Causal Structures 1998 VLDB 0.00011181856
1,609 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011166163
2,826 Finding Intensional Knowledge of Distance-Based Outliers 1999 VLDB 8.0562807e-05
3,061 Mining Compressed Frequent-Pattern Sets 2005 VLDB 7.6389596e-05
3,446 Traversing Itemset Lattices with Statistical Metric Pruning 2000 PODS 7.0836261e-05
3,627 Cache-conscious Frequent Pattern Mining on a Modern Processor 2005 VLDB 6.900129e-05
3,898 Mining surprising patterns using temporal description length 1998 VLDB 6.6514192e-05
4,475 Measure-driven Keyword-Query Expansion 2009 VLDB 6.1469582e-05
4,805 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 5.9050441e-05
5,280 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 5.5851818e-05
5,426 A New Framework For Itemset Generation 1998 PODS 5.5131484e-05
6,622 Exploratory Mining via Constrained Frequent Set Queries 1999 SIGMOD 4.9846111e-05
6,784 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9216736e-05
8,403 PARAS: A Parameter Space Framework for Online Association Mining 2013 VLDB 4.5167664e-05
9,292 Analyzing Quantitative Databases: Image is Everything 2001 VLDB 4.3581013e-05
10,404 SHARQ: Explainability Framework for Association Rules on Relational Data 2025 SIGMOD 4.1905499e-05
12,140 Controlling False Positives in Association Rule Mining 2012 VLDB 4.1905499e-05
12,161 Mining Flipping Correlations from Large Datasets with Taxonomies 2012 VLDB 4.1905499e-05
12,341 NEAR-Miner: Mining Evolution Associations of Web Site Directories for Efficient Maintenance of Web Archives 2009 VLDB 4.1905499e-05
12,471 Optimization of Frequent Itemset Mining on Multiple-Core Processor 2007 VLDB 4.1905499e-05
12,698 Mining Frequent Itemsets Using Support Constraints 2000 VLDB 4.1905499e-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 0.0010863639
117 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00045914132
229 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.0003226623
404 Mining Generalized Association Rules 1995 VLDB 0.00024159651
473 Sampling Large Databases for Association Rules 1996 VLDB 0.00022304724
546 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00020410312
4,515 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.1157444e-05
5,895 Keynote Address 1995 SIGMOD 5.2820514e-05
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