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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
2867
Venue
SIGMOD
Year
1996
Pagerank
0.00019350521
Overall Rank
602 | 95.82%
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 0.00032743209
277 Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications 1998 SIGMOD 0.00029356968
526 A One-Pass Algorithm for Accurately Estimating Quantiles for Disk-Resident Data 1997 VLDB 0.00021046587
955 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00015069776
1,187 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00013432048
1,609 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011166163
2,551 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.5553153e-05
2,656 Personalized Privacy Preservation 2006 SIGMOD 8.3636527e-05
3,817 Association Rules over Interval Data 1997 SIGMOD 6.72838e-05
4,515 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.1157444e-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
4,827 An Efficient Rigorous Approach for Identifying Statistically Significant Frequent Itemsets 2009 PODS 5.8892254e-05
5,418 Efficient Construction of Regression Trees with Range and Region Splitting 1997 VLDB 5.5157712e-05
5,426 A New Framework For Itemset Generation 1998 PODS 5.5131484e-05
6,689 REDS: Rule Extraction for Discovering Scenarios 2021 SIGMOD 4.9575975e-05
6,784 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9216736e-05
7,899 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 4.6176856e-05
8,786 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 4.4467423e-05
9,266 SubTab: Data Exploration with Informative Sub-Tables 2022 SIGMOD 4.3647764e-05
9,292 Analyzing Quantitative Databases: Image is Everything 2001 VLDB 4.3581013e-05
11,902 Building Highly-Optimized, Low-Latency Pipelines for Genomic Data Analysis 2015 CIDR 4.1905499e-05
12,582 Cost-Based Labeling of Groups of Mass Spectra 2004 SIGMOD 4.1905499e-05
12,741 A Data Mining Application: Customer Retention at the Port of Singapore Authority (PSA) 1998 SIGMOD 4.1905499e-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 0.0016113151
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0010863639
36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076114894
117 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00045914132
229 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.0003226623
404 Mining Generalized Association Rules 1995 VLDB 0.00024159651
546 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00020410312
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Overall Rank Paper Year Venue Pagerank
4,692 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 5.987105e-05
473 Sampling Large Databases for Association Rules 1996 VLDB 0.00022304724
229 Discovery of Multiple-Level Association Rules from Large Databases 1995 VLDB 0.0003226623
6,784 Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining 1998 VLDB 4.9216736e-05
404 Mining Generalized Association Rules 1995 VLDB 0.00024159651
3,817 Association Rules over Interval Data 1997 SIGMOD 6.72838e-05
3,870 A New SQL-like Operator for Mining Association Rules 1996 VLDB 6.6763843e-05
4,515 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.1157444e-05
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0010863639
546 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00020410312