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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
8218
Venue
VLDB
Year
1994
Pagerank
0.00076114894
Overall Rank
36 | 99.76%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 100 citing papers.

Rank Citing Paper Year Venue Pagerank
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
177 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00037858416
182 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00036955562
229 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.0003226623
248 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030888982
404 Mining Generalized Association Rules 1995 VLDB 0.00024159651
458 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022698513
475 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022238407
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
829 Efficiently Mining Long Patterns from Databases 1998 SIGMOD 0.00016137512
1,001 Intelligent Rollups in Multidimensional OLAP Data 2001 VLDB 0.00014709145
1,444 SAPPER: Subgraph Indexing and Approximate Matching in Large Graphs 2010 VLDB 0.00011941836
1,609 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011166163
1,704 Swarm: Mining Relaxed Temporal Moving Object Clusters 2010 VLDB 0.00010814313
1,803 Incremental Clustering for Mining in a Data Warehousing Environment 1998 VLDB 0.00010481475
2,042 Query Flocks: A Generalization of Association-Rule Mining 1998 SIGMOD 9.6988612e-05
2,093 Active Storage For Large-Scale Data Mining and Multimedia 1998 VLDB 9.5570993e-05
2,158 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.4117885e-05
2,195 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3239483e-05
2,330 Building Hierarchical Classifiers Using Class Proximity 1999 VLDB 9.0229333e-05
2,688 On Differentially Private Frequent Itemset Mining 2013 VLDB 8.3012815e-05
3,014 NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing 2019 VLDB 7.7079954e-05
3,061 Mining Compressed Frequent-Pattern Sets 2005 VLDB 7.6389596e-05
3,104 Crowd Mining 2013 SIGMOD 7.5577057e-05
3,162 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.4622284e-05
3,229 Extending Q-Grams to Estimate Selectivity of String Matching with Low Edit Distance 2007 VLDB 7.3390133e-05
3,248 Explanation-Based Auditing 2012 VLDB 7.3232501e-05
3,485 CSV: Visualizing and Mining Cohesive Subgraphs 2008 SIGMOD 7.0470365e-05
3,627 Cache-conscious Frequent Pattern Mining on a Modern Processor 2005 VLDB 6.900129e-05
4,116 Federated Heavy Hitter Analytics with Local Differential Privacy 2025 SIGMOD 6.4319226e-05
4,137 Exploiting Content Redundancy for Web Information Extraction 2010 VLDB 6.4130238e-05
4,169 Scalable Parallel Data Mining for Association Rules 1997 SIGMOD 6.3818994e-05
4,254 Optimizing I/O for Big Array Analytics 2012 VLDB 6.3084831e-05
4,261 Online Association Rule Mining 1999 SIGMOD 6.3024528e-05
4,451 False Positive or False Negative: Mining Frequent Itemsets from High Speed Transactional Data Streams 2004 VLDB 6.172063e-05
4,515 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.1157444e-05
4,527 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1076171e-05
4,528 Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases 1998 VLDB 6.1063994e-05
4,623 A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories 2017 VLDB 6.0352004e-05
4,671 Extracting large-scale knowledge bases from the web 1999 VLDB 6.0023843e-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
4,871 Power-Law Based Estimation of Set Similarity Join Size 2009 VLDB 5.8568724e-05
4,875 Explainable AI: Foundations, Applications, Opportunities for Data Management Research 2022 SIGMOD 5.8552996e-05
5,158 Towards Proximity Pattern Mining in Large Graphs 2010 SIGMOD 5.6510256e-05
5,280 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 5.5851818e-05
5,342 SPIRIT: Sequential Pattern Mining with Regular Expression Constraints 1999 VLDB 5.5587866e-05
5,418 Efficient Construction of Regression Trees with Range and Region Splitting 1997 VLDB 5.5157712e-05
5,610 BibFinder/StatMiner: Effectively Mining and Using Coverage and Overlap Statistics in Data Integration 2003 VLDB 5.4108528e-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 0.0010863639
25 Dependency Inference (Extended Abstract) 1987 VLDB 0.00083070519
146 Knowledge Discovery in Databases: An Attribute-Oriented Approach 1992 VLDB 0.00041260875
232 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00032060702
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