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Mining Generalized Association Rules

Summary: Mining generalized association rules with item taxonomies; proposes Cumulate and EstMerge to avoid full ancestor expansion, achieving 2–5× speedups (often >100×). Introduces a taxonomy-aware interest measure that prunes 40–60% of rules, reducing redundancy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8287
Venue
VLDB
Year
1995
Pagerank
0.00024159651
Overall Rank
404 | 97.20%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
458 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022698513
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
735 Beyond Market Baskets: Generalizing Association Rules to Correlations 1997 SIGMOD 0.00017417893
902 Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications 1998 SIGMOD 0.00015458733
1,609 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011166163
2,330 Building Hierarchical Classifiers Using Class Proximity 1999 VLDB 9.0229333e-05
2,930 Assessing and Ranking Structural Correlations in Graphs 2011 SIGMOD 7.8790753e-05
3,817 Association Rules over Interval Data 1997 SIGMOD 6.72838e-05
3,870 A New SQL-like Operator for Mining Association Rules 1996 VLDB 6.6763843e-05
4,169 Scalable Parallel Data Mining for Association Rules 1997 SIGMOD 6.3818994e-05
4,527 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1076171e-05
4,805 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 5.9050441e-05
4,891 Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior 2012 VLDB 5.8476762e-05
5,426 A New Framework For Itemset Generation 1998 PODS 5.5131484e-05
5,492 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 5.4777688e-05
6,773 On the Discovery of Interesting Patterns in Association Rules 1998 VLDB 4.9255238e-05
6,784 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9216736e-05
6,973 FlowCube: Constructing RFID FlowCubes for Multi-Dimensional Analysis of Commodity Flows 2006 VLDB 4.8731033e-05
7,224 OASSIS: Query Driven Crowd Mining 2014 SIGMOD 4.791302e-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
10,566 Explaining Black-Box Clustering Pipelines With Cluster-Explorer 2025 VLDB 4.1905499e-05
11,911 LASH: Large-Scale Sequence Mining with Hierarchies 2015 SIGMOD 4.1905499e-05
12,161 Mining Flipping Correlations from Large Datasets with Taxonomies 2012 VLDB 4.1905499e-05
12,654 Mining Long Sequential Patterns in a Noisy Environment 2002 SIGMOD 4.1905499e-05
12,698 Mining Frequent Itemsets Using Support Constraints 2000 VLDB 4.1905499e-05
12,738 Parallel Mining Algorithms for Generalized Association Rules with Classification Hierarchy 1998 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 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
36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076114894
117 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00045914132
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Overall Rank Paper Year Venue Pagerank
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602 Mining Quantitative Association Rules in Large Relational Tables 1996 SIGMOD 0.00019350521
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