DBScholar

Back to papers

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
hb5a87d92d4c95c85
Venue
VLDB
Year
1994
Pagerank
0.0005121339
Overall Rank
29 | 99.81%
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
6,142 Data Mining with the SAP NetWeaver BI Accelerator 2006 VLDB 5.8722726e-05
6,331 Generating Preview Tables for Entity Graphs 2016 SIGMOD 5.8121052e-05
6,405 Efficient Construction of Regression Trees with Range and Region Splitting 1997 VLDB 5.795983e-05
6,436 Summarized Causal Explanations For Aggregate Views 2024 SIGMOD 5.7853643e-05
6,824 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 5.6715478e-05
6,828 The Drill Down Benchmark 1998 VLDB 5.6697394e-05
7,096 A New Sparse Data Clustering Method Based On Frequent Items 2023 SIGMOD 5.601767e-05
7,257 PR-Sketch: Monitoring Per-key Aggregation of Streaming Data with Nearly Full Accuracy 2021 VLDB 5.572128e-05
7,352 A Framework for Measuring Changes in Data Characteristics 1999 PODS 5.5448455e-05
7,841 Finding Relevant Patterns in Bursty Sequences 2008 VLDB 5.4426904e-05
7,880 Identifying Insufficient Data Coverage in Databases with Multiple Relations 2020 VLDB 5.43413e-05
8,342 Mining Top-k Pairs of Correlated Subgraphs in a Large Network 2020 VLDB 5.3516819e-05
8,446 Building Community-Centric Information Exploration Applications on Social Content Sites 2009 SIGMOD 5.3350162e-05
8,941 Evaluating Clustering in Subspace Projections of High Dimensional Data 2009 VLDB 5.254732e-05
8,952 CrowdMiner: Mining association rules from the crowd 2013 VLDB 5.252096e-05
9,278 Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases 2016 SIGMOD 5.203976e-05
9,449 Dynamic Load Balancing for Parallel Association Rule Mining on Heterogeneous PC Cluster System 1999 VLDB 5.1754217e-05
9,498 Scalable Topical Phrase Mining from Text Corpora 2015 VLDB 5.1708619e-05
9,518 RDFind: Scalable Conditional Inclusion Dependency Discovery in RDF Datasets 2016 SIGMOD 5.1682969e-05
9,612 Probabilistic Nearest Neighbor Queries on Uncertain Moving Object Trajectories 2014 VLDB 5.1521611e-05
9,949 Fair and Actionable Causal Prescription Ruleset 2025 SIGMOD 5.1038322e-05
10,010 Mining Revenue-Maximizing Bundling Configuration 2015 VLDB 5.0979044e-05
10,625 Causal Explanations for Disparate Trends: Where and Why? 2026 SIGMOD 4.9793485e-05
10,688 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 4.9793485e-05
11,119 SHARQ: Explainability Framework for Association Rules on Relational Data 2025 SIGMOD 4.9793485e-05
11,143 CauSumX: Summarized Causal Explanations For Group-By-Average Queries 2025 SIGMOD 4.9793485e-05
11,159 PY-SHARQ: A Holistic Python Library for Explaining Association Rules on Relational Data 2025 SIGMOD 4.9793485e-05
11,210 Scalable Complex Event Processing on Video Streams 2025 SIGMOD 4.9793485e-05
11,233 Explaining Black-Box Clustering Pipelines With Cluster-Explorer 2025 VLDB 4.9793485e-05
11,531 Language-Model Based Informed Partition of Databases to Speed Up Pattern Mining 2024 SIGMOD 4.9793485e-05
11,598 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.9793485e-05
11,645 Demonstration of VCR: A Tabular Data Slicing Approach to Understanding Object Detection Model Performance 2024 VLDB 4.9793485e-05
11,758 Mining Frequent Infix Patterns from Concurrency-Aware Process Execution Variants 2023 VLDB 4.9793485e-05
11,812 Bayesian Sketches for Volume Estimation in Data Streams 2023 VLDB 4.9793485e-05
12,166 Finding Theme Communities from Database Networks 2019 VLDB 4.9793485e-05
12,300 Data Vocalization: Optimizing Voice Output of Relational Data 2017 VLDB 4.9793485e-05
12,442 Beyond Itemsets: Mining Frequent Featuresets over Structured Items 2015 VLDB 4.9793485e-05
12,837 An Audit Environment for Outsourcing of Frequent Itemset Mining 2009 VLDB 4.9793485e-05
12,943 Security in Outsourcing of Association Rule Mining 2007 VLDB 4.9793485e-05
12,946 Optimization of Frequent Itemset Mining on Multiple-Core Processor 2007 VLDB 4.9793485e-05
13,005 Mining Frequent Closed Cubes in 3D Datasets 2006 VLDB 4.9793485e-05
13,016 Differential Constraints 2005 PODS 4.9793485e-05
13,019 Mining Top-k Covering Rule Groups for Gene Expression Data 2005 SIGMOD 4.9793485e-05
13,055 FARMER: Finding Interesting Rule Groups in Microarray Datasets 2004 SIGMOD 4.9793485e-05
13,128 Mining Long Sequential Patterns in a Noisy Environment 2002 SIGMOD 4.9793485e-05
13,172 Mining Frequent Itemsets Using Support Constraints 2000 VLDB 4.9793485e-05
13,212 Parallel Mining Algorithms for Generalized Association Rules with Classification Hierarchy 1998 SIGMOD 4.9793485e-05
13,215 A Data Mining Application: Customer Retention at the Port of Singapore Authority (PSA) 1998 SIGMOD 4.9793485e-05
13,253 GeoMiner: A System Prototype for Spatial Data Mining 1997 SIGMOD 4.9793485e-05
13,273 Applying Data Mining Techniques to a Health Insurance Information System 1996 VLDB 4.9793485e-05
Previous Page 2 / 2 Next

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 0.00064420972
209 Dependency Inference 1987 VLDB 0.00024877096
359 Knowledge Discovery in Databases: An Attribute-Oriented Approach 1992 VLDB 0.00020013291
452 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00018018759
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 6,824 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB
2 5,760 A New Framework For Itemset Generation 1998 PODS
3 467 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB
4 473 Sampling Large Databases for Association Rules 1996 VLDB
5 475 Mining Generalized Association Rules 1995 VLDB
6 4,444 Online Association Rule Mining 1999 SIGMOD
7 4,738 Scalable Parallel Data Mining for Association Rules 1997 SIGMOD
8 250 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD
9 573 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB
10 13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD