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Mining Quantitative Association Rules in Large Relational Tables

Summary: Proposes mining quantitative and categorical association rules in large relational tables via discretizing attributes into partitions. Defines partial completeness for discretization loss and a greater-than-expected-value measure to prune and rank rules. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc2f69906b63b8342
Venue
SIGMOD
Year
1996
Pagerank
0.00015495576
Overall Rank
620 | 95.84%
DOI
10.1145/233269.233311

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{srikant_sigmod96,
        title = {{Mining Quantitative Association Rules in Large Relational Tables}},
        author = {Srikant, Ramakrishnan and Agrawal, Rakesh},
        series = {{SIGMOD} '96},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/233269.233311},
        url = {https://dl.acm.org/doi/10.1145/233269.233311},
        year = {1996}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
160 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00027827605
308 Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications 1998 SIGMOD 0.00021463972
785 A One-Pass Algorithm for Accurately Estimating Quantiles for Disk-Resident Data 1997 VLDB 0.00013999898
863 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00013390792
1,031 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012399252
1,561 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00010235581
2,294 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.6831732e-05
2,453 Personalized Privacy Preservation 2006 SIGMOD 8.439518e-05
4,640 Association Rules over Interval Data 1997 SIGMOD 6.4892961e-05
4,666 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 6.4770096e-05
4,876 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.3698245e-05
5,087 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 6.2805052e-05
5,305 An Efficient Rigorous Approach for Identifying Statistically Significant Frequent Itemsets 2009 PODS 6.1860284e-05
5,761 A New Framework For Itemset Generation 1998 PODS 6.0010461e-05
6,407 Efficient Construction of Regression Trees with Range and Region Splitting 1997 VLDB 5.7932438e-05
6,829 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 5.6688632e-05
6,901 REDS: Rule Extraction for Discovering Scenarios 2021 SIGMOD 5.6503148e-05
8,594 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 5.305302e-05
8,986 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 5.2427213e-05
9,625 SubTab: Data Exploration with Informative Sub-Tables 2022 SIGMOD 5.1480754e-05
9,703 Analyzing Quantitative Databases: Image is Everything 2001 VLDB 5.1363407e-05
13,062 Cost-Based Labeling of Groups of Mass Spectra 2004 SIGMOD 4.9769913e-05
13,221 A Data Mining Application: Customer Retention at the Port of Singapore Authority (PSA) 1998 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0011402175
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.00064391979
29 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00051189413
250 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00023145961
467 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.00017758586
476 Mining Generalized Association Rules 1995 VLDB 0.00017664233
573 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.0001616577
Previous Page 1 / 1 Next

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# Overall Rank Paper Year Venue
1 4,666 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD
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3 467 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB
4 6,829 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB
5 476 Mining Generalized Association Rules 1995 VLDB
6 4,640 Association Rules over Interval Data 1997 SIGMOD
7 4,231 A New SQL-like Operator for Mining Association Rules 1996 VLDB
8 4,876 Mining Optimized Association Rules for Numeric Attributes 1996 PODS
9 13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD
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