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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
2866
Venue
SIGMOD
Year
1996
Pagerank
0.00019394214
Overall Rank
599 | 95.84%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
224 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00032746205
277 Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications 1998 SIGMOD 0.00029311426
526 A One-Pass Algorithm for Accurately Estimating Quantiles for Disk-Resident Data 1997 VLDB 0.00021044221
956 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00015066967
1,188 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00013441729
1,626 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011094469
2,549 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.5641554e-05
2,682 Personalized Privacy Preservation 2006 SIGMOD 8.3202837e-05
3,822 Association Rules over Interval Data 1997 SIGMOD 6.7263391e-05
4,218 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.3511866e-05
4,398 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 6.2225159e-05
4,829 An Efficient Rigorous Approach for Identifying Statistically Significant Frequent Itemsets 2009 PODS 5.8925807e-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
5,565 A New Framework For Itemset Generation 1998 PODS 5.4318211e-05
6,688 REDS: Rule Extraction for Discovering Scenarios 2021 SIGMOD 4.9623586e-05
6,805 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9222308e-05
7,902 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 4.6215911e-05
8,866 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 4.4323126e-05
9,262 SubTab: Data Exploration with Informative Sub-Tables 2022 SIGMOD 4.368964e-05
9,287 Analyzing Quantitative Databases: Image is Everything 2001 VLDB 4.3622826e-05
11,894 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 4.1945683e-05
12,573 Cost-Based Labeling of Groups of Mass Spectra 2004 SIGMOD 4.1945683e-05
12,732 A Data Mining Application: Customer Retention at the Port of Singapore Authority (PSA) 1998 SIGMOD 4.1945683e-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
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016162015
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0010864752
36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076161096
117 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00045896865
227 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.00032284058
403 Mining Generalized Association Rules 1995 VLDB 0.00024148455
547 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00020420717
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Overall Rank Paper Year Venue Pagerank
4,398 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 6.2225159e-05
473 Sampling Large Databases for Association Rules 1996 VLDB 0.0002233798
227 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.00032284058
6,805 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9222308e-05
403 Mining Generalized Association Rules 1995 VLDB 0.00024148455
3,822 Association Rules over Interval Data 1997 SIGMOD 6.7263391e-05
3,871 A New SQL-like Operator for Mining Association Rules 1996 VLDB 6.6794637e-05
4,218 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.3511866e-05
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0010864752
547 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00020420717