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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
2952
Venue
SIGMOD
Year
1997
Pagerank
0.00017333019
Overall Rank
744 | 94.83%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
181 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00036992674
1,567 PrivBasis: Frequent Itemset Mining with Differential Privacy 2012 VLDB 0.0001133268
1,623 Scalable Techniques for Mining Causal Structures 1998 VLDB 0.00011102927
1,626 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011094469
2,822 Finding Intensional Knowledge of Distance-Based Outliers 1999 VLDB 8.0608136e-05
3,055 Mining Compressed Frequent-Pattern Sets 2005 VLDB 7.6448739e-05
3,454 Traversing Itemset Lattices with Statistical Metric Pruning 2000 PODS 7.0778482e-05
3,623 Cache-conscious Frequent Pattern Mining on a Modern Processor 2005 VLDB 6.9062146e-05
3,894 Mining surprising patterns using temporal description length 1998 VLDB 6.6583221e-05
4,474 Measure-driven Keyword-Query Expansion 2009 VLDB 6.1528736e-05
4,919 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 5.8256934e-05
5,276 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 5.5905507e-05
5,565 A New Framework For Itemset Generation 1998 PODS 5.4318211e-05
6,623 Exploratory Mining via Constrained Frequent Set Queries 1999 SIGMOD 4.989399e-05
6,805 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9222308e-05
8,408 PARAS: A Parameter Space Framework for Online Association Mining 2013 VLDB 4.5211041e-05
9,287 Analyzing Quantitative Databases: Image is Everything 2001 VLDB 4.3622826e-05
10,393 SHARQ: Explainability Framework for Association Rules on Relational Data 2025 SIGMOD 4.1945683e-05
12,132 Controlling False Positives in Association Rule Mining 2012 VLDB 4.1945683e-05
12,153 Mining Flipping Correlations from Large Datasets with Taxonomies 2012 VLDB 4.1945683e-05
12,333 NEAR-Miner: Mining Evolution Associations of Web Site Directories for Efficient Maintenance of Web Archives 2009 VLDB 4.1945683e-05
12,462 Optimization of Frequent Itemset Mining on Multiple-Core Processor 2007 VLDB 4.1945683e-05
12,689 Mining Frequent Itemsets Using Support Constraints 2000 VLDB 4.1945683e-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 0.0010864752
117 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00045896865
227 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.00032284058
403 Mining Generalized Association Rules 1995 VLDB 0.00024148455
473 Sampling Large Databases for Association Rules 1996 VLDB 0.0002233798
547 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00020420717
4,218 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.3511866e-05
5,901 Keynote Address 1995 SIGMOD 5.2809079e-05
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Overall Rank Paper Year Venue Pagerank
3,822 Association Rules over Interval Data 1997 SIGMOD 6.7263391e-05
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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
547 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00020420717
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1,623 Scalable Techniques for Mining Causal Structures 1998 VLDB 0.00011102927