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Fast Algorithms for Mining Association Rules

Summary: Two new, fundamentally different algorithms for mining association rules in large transaction data. AprioriHybrid combines the best ideas, scales linearly with transactions and item count, and delivers 3× to >10× speedups on large problems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8408
Venue
VLDB
Year
1994
Pagerank
0.00052255472
Overall Rank
27 | 99.82%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{agrawal_vldb94,
        title = {{Fast Algorithms for Mining Association Rules}},
        author = {Agrawal, Rakesh and Srikant, Ramakrishnan},
        journal = {PVLDB},
        series = {{VLDB} '94},
        pages = {487},
        year = {1994}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 100 citing papers.

Rank Citing Paper Year Venue Pagerank
122 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00031260115
161 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027981772
200 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025597287
218 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00024420564
393 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.0001934104
450 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00018155142
456 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.00018124452
460 Mining Generalized Association Rules 1995 VLDB 0.00018071773
606 Mining Quantitative Association Rules in Large Relational Tables 1996 SIGMOD 0.00015804851
704 Dynamic Itemset Counting and Implication Rules for Market Basket Data 1997 SIGMOD 0.00014837704
886 Efficiently Mining Long Patterns from Databases 1998 SIGMOD 0.0001340645
915 Intelligent Rollups in Multidimensional OLAP Data 2001 VLDB 0.00013243386
1,231 SAPPER: Subgraph Indexing and Approximate Matching in Large Graphs 2010 VLDB 0.00011571594
1,535 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00010463058
1,755 Swarm: Mining Relaxed Temporal Moving Object Clusters 2010 VLDB 9.8211863e-05
1,907 Incremental Clustering for Mining in a Data Warehousing Environment 1998 VLDB 9.501636e-05
2,161 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.0606664e-05
2,251 Query Flocks: A Generalization of Association-Rule Mining 1998 SIGMOD 8.8684789e-05
2,366 On Differentially Private Frequent Itemset Mining 2013 VLDB 8.6866148e-05
2,426 Active Storage For Large-Scale Data Mining and Multimedia 1998 VLDB 8.5987569e-05
2,496 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 8.5025699e-05
2,756 NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing 2019 VLDB 8.1604054e-05
2,789 Crowd Mining 2013 SIGMOD 8.1203892e-05
2,899 Extending Q-Grams to Estimate Selectivity of String Matching with Low Edit Distance 2007 VLDB 7.97814e-05
3,105 Explanation-Based Auditing 2012 VLDB 7.7528586e-05
3,324 Mining Compressed Frequent-Pattern Sets 2005 VLDB 7.5198821e-05
3,645 A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories 2017 VLDB 7.2293286e-05
3,753 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.1505817e-05
3,862 CSV: Visualizing and Mining Cohesive Subgraphs 2008 SIGMOD 7.0665158e-05
3,943 Exploiting Content Redundancy for Web Information Extraction 2010 VLDB 7.0063237e-05
3,969 Cache-conscious Frequent Pattern Mining on a Modern Processor 2005 VLDB 6.9837297e-05
4,137 Optimizing I/O for Big Array Analytics 2012 VLDB 6.8783832e-05
4,344 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.7522581e-05
4,354 Online Association Rule Mining 1999 SIGMOD 6.7479905e-05
4,450 Power-Law Based Estimation of Set Similarity Join Size 2009 VLDB 6.6972929e-05
4,565 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 6.6278063e-05
4,640 Scalable Parallel Data Mining for Association Rules 1997 SIGMOD 6.5917463e-05
4,683 False Positive or False Negative: Mining Frequent Itemsets from High Speed Transactional Data Streams 2004 VLDB 6.5641059e-05
4,766 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.5181854e-05
4,858 Building Hierarchical Classifiers Using Class Proximity 1999 VLDB 6.4751031e-05
4,969 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 6.4201643e-05
5,034 Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases 1998 VLDB 6.3930337e-05
5,054 Explainable AI: Foundations, Applications, Opportunities for Data Management Research 2022 SIGMOD 6.3843089e-05
5,152 SPIRIT: Sequential Pattern Mining with Regular Expression Constraints 1999 VLDB 6.3432765e-05
5,401 Towards Proximity Pattern Mining in Large Graphs 2010 SIGMOD 6.2318138e-05
5,746 Federated Heavy Hitter Analytics with Local Differential Privacy 2025 SIGMOD 6.1017514e-05
5,848 Efficient Mining of XML Query Patterns for Caching 2003 VLDB 6.0675818e-05
5,895 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 6.0486927e-05
5,962 BibFinder/StatMiner: Effectively Mining and Using Coverage and Overlap Statistics in Data Integration 2003 VLDB 6.0274692e-05
5,980 Extracting large-scale knowledge bases from the web 1999 VLDB 6.0211324e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 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
203 Dependency Inference 1987 VLDB 0.00025381538
349 Knowledge Discovery in Databases: An Attribute-Oriented Approach 1992 VLDB 0.00020432737
440 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00018409145
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