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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
8217
Venue
VLDB
Year
1994
Pagerank
0.00076161096
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
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
177 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.0003788711
181 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00036992674
227 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.00032284058
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
403 Mining Generalized Association Rules 1995 VLDB 0.00024148455
455 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022717354
472 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022346384
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
840 Efficiently Mining Long Patterns from Databases 1998 SIGMOD 0.00016058396
1,000 Intelligent Rollups in Multidimensional OLAP Data 2001 VLDB 0.00014709252
1,454 SAPPER: Subgraph Indexing and Approximate Matching in Large Graphs 2010 VLDB 0.00011913289
1,626 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011094469
1,718 Swarm: Mining Relaxed Temporal Moving Object Clusters 2010 VLDB 0.00010789285
1,816 Incremental Clustering for Mining in a Data Warehousing Environment 1998 VLDB 0.0001045313
2,072 Query Flocks: A Generalization of Association-Rule Mining 1998 SIGMOD 9.6150986e-05
2,089 Active Storage For Large-Scale Data Mining and Multimedia 1998 VLDB 9.5657612e-05
2,154 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.4208667e-05
2,190 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3317645e-05
2,325 Building Hierarchical Classifiers Using Class Proximity 1999 VLDB 9.0304462e-05
2,685 On Differentially Private Frequent Itemset Mining 2013 VLDB 8.3070708e-05
3,012 NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing 2019 VLDB 7.7153586e-05
3,055 Mining Compressed Frequent-Pattern Sets 2005 VLDB 7.6448739e-05
3,100 Crowd Mining 2013 SIGMOD 7.5634778e-05
3,157 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.4656511e-05
3,226 Extending Q-Grams to Estimate Selectivity of String Matching with Low Edit Distance 2007 VLDB 7.3433307e-05
3,242 Explanation-Based Auditing 2012 VLDB 7.3301779e-05
3,480 CSV: Visualizing and Mining Cohesive Subgraphs 2008 SIGMOD 7.0538737e-05
3,623 Cache-conscious Frequent Pattern Mining on a Modern Processor 2005 VLDB 6.9062146e-05
4,115 Federated Heavy Hitter Analytics with Local Differential Privacy 2025 SIGMOD 6.4381114e-05
4,137 Exploiting Content Redundancy for Web Information Extraction 2010 VLDB 6.4181549e-05
4,175 Scalable Parallel Data Mining for Association Rules 1997 SIGMOD 6.3851209e-05
4,218 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.3511866e-05
4,258 Online Association Rule Mining 1999 SIGMOD 6.3148619e-05
4,259 Optimizing I/O for Big Array Analytics 2012 VLDB 6.3147285e-05
4,398 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 6.2225159e-05
4,449 False Positive or False Negative: Mining Frequent Itemsets from High Speed Transactional Data Streams 2004 VLDB 6.1780147e-05
4,524 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1133444e-05
4,622 A General and Parallel Platform for Mining Co-Movement Patterns over Large-scale Trajectories 2017 VLDB 6.0416152e-05
4,643 Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases 1998 VLDB 6.0261932e-05
4,676 Extracting large-scale knowledge bases from the web 1999 VLDB 6.0052781e-05
4,872 Explainable AI: Foundations, Applications, Opportunities for Data Management Research 2022 SIGMOD 5.8609352e-05
4,873 Power-Law Based Estimation of Set Similarity Join Size 2009 VLDB 5.8602304e-05
4,919 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 5.8256934e-05
5,020 Efficient Construction of Regression Trees with Range and Region Splitting 1997 VLDB 5.7552641e-05
5,159 Towards Proximity Pattern Mining in Large Graphs 2010 SIGMOD 5.6587631e-05
5,276 The 3W Model and Algebra for Unified Data Mining 2000 VLDB 5.5905507e-05
5,336 SPIRIT: Sequential Pattern Mining with Regular Expression Constraints 1999 VLDB 5.5641083e-05
5,600 BibFinder/StatMiner: Effectively Mining and Using Coverage and Overlap Statistics in Data Integration 2003 VLDB 5.4160529e-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 0.0010864752
25 Dependency Inference (Extended Abstract) 1987 VLDB 0.00083101742
146 Knowledge Discovery in Databases: An Attribute-Oriented Approach 1992 VLDB 0.00041315295
230 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00032217064
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