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Mining Association Rules between Sets of Items in Large Databases

Summary: Efficient algorithm to mine all significant association rules among itemsets in transaction databases. Introduces buffer management and novel estimation/pruning techniques; evaluation on a large retailer dataset shows scalability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2642
Venue
SIGMOD
Year
1993
Pagerank
0.0010863639
Overall Rank
13 | 99.92%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 115 citing papers.

Rank Citing Paper Year Venue Pagerank
4,337 InfoSleuth: Agent-Based Semantic Integration of Information in Open and Dynamic Environments 1997 SIGMOD 6.2714778e-05
4,515 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.1157444e-05
4,528 Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases 1998 VLDB 6.1063994e-05
4,549 Outlier Detection for High Dimensional Data 2001 SIGMOD 6.0866685e-05
4,637 Context-Sensitive Ranking 2006 SIGMOD 6.0246358e-05
4,692 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 5.987105e-05
4,805 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 5.9050441e-05
4,827 An Efficient Rigorous Approach for Identifying Statistically Significant Frequent Itemsets 2009 PODS 5.8892254e-05
4,859 The "Big Data" Ecosystem at LinkedIn 2013 SIGMOD 5.8680444e-05
4,875 Explainable AI: Foundations, Applications, Opportunities for Data Management Research 2022 SIGMOD 5.8552996e-05
5,120 Association Rules with Graph Patterns 2015 VLDB 5.6754325e-05
5,150 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 5.6553571e-05
5,158 Towards Proximity Pattern Mining in Large Graphs 2010 SIGMOD 5.6510256e-05
5,169 HET-GMP: A Graph-based System Approach to Scaling Large Embedding Model Training 2022 SIGMOD 5.642415e-05
5,280 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 5.5851818e-05
5,418 Efficient Construction of Regression Trees with Range and Region Splitting 1997 VLDB 5.5157712e-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
5,544 On Indexing Error-Tolerant Set Containment 2010 SIGMOD 5.4481372e-05
5,773 Mining Frequent Patterns with Differential Privacy 2013 VLDB 5.3300095e-05
5,854 Tracing Lineage Beyond Relational Operators 2007 VLDB 5.2982313e-05
5,932 CHIC: A Combination-based Recommendation System 2013 SIGMOD 5.2625655e-05
6,131 Data Mining with the SAP NetWeaver BI Accelerator 2006 VLDB 5.1930075e-05
6,460 Data mining, Hypergraph Transversals, and Machine Learning 1997 PODS 5.0481624e-05
6,622 Exploratory Mining via Constrained Frequent Set Queries 1999 SIGMOD 4.9846111e-05
6,689 REDS: Rule Extraction for Discovering Scenarios 2021 SIGMOD 4.9575975e-05
6,773 On the Discovery of Interesting Patterns in Association Rules 1998 VLDB 4.9255238e-05
6,778 A New Method for Similarity Indexing of Market Basket Data 1999 SIGMOD 4.9237313e-05
6,784 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9216736e-05
7,503 Space Lower Bounds for Itemset Frequency Sketches 2016 PODS 4.7135369e-05
7,615 Mining Attribute-structure Correlated Patterns in Large Attributed Graphs 2012 VLDB 4.6902598e-05
7,633 Mining Frequent Itemsets over Uncertain Databases 2012 VLDB 4.6869557e-05
8,145 Capturing Associations in Graphs 2020 VLDB 4.5724134e-05
8,309 Computational Complexity of Itemset Frequency Satisfiability 2004 PODS 4.5392079e-05
8,348 Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification 2008 SIGMOD 4.5343355e-05
8,349 To Do or Not To Do: The Dilemma of Disclosing Anonymized Data 2005 SIGMOD 4.5343355e-05
8,462 Building Statistical Models and Scoring with UDFs 2007 SIGMOD 4.5007504e-05
8,636 WISK: A Workload-aware Learned Index for Spatial Keyword Queries 2023 SIGMOD 4.4758336e-05
8,728 Relative Risk and Odds Ratio: A Data Mining Perspective 2005 PODS 4.4533771e-05
8,786 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 4.4467423e-05
8,974 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 4.4148109e-05
9,292 Analyzing Quantitative Databases: Image is Everything 2001 VLDB 4.3581013e-05
9,305 Repairing Data through Regular Expressions 2016 VLDB 4.3545508e-05
10,247 Why Database Manuals Are Not Enough: Efficient and Reliable Configuration Tuning for DBMSs via Code-Driven LLM Agents 2026 VLDB 4.1905499e-05
10,373 The Complexity of Maximal Common Subsequence Enumeration 2025 PODS 4.1905499e-05
10,404 SHARQ: Explainability Framework for Association Rules on Relational Data 2025 SIGMOD 4.1905499e-05
11,042 Efficient Discovery of Significant Patterns with Few-Shot Resampling 2024 VLDB 4.1905499e-05
11,960 Beyond Itemsets: Mining Frequent Featuresets over Structured Items 2015 VLDB 4.1905499e-05
12,018 An Approach towards the Study of Symmetric Queries 2014 VLDB 4.1905499e-05
12,103 A Performance Study of Three Disk-based Structures for Indexing and Querying Frequent Itemsets 2013 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
25 Dependency Inference (Extended Abstract) 1987 VLDB 0.00083070519
232 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00032060702
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