Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization

Summary: Two-dimensional optimized association rules over two numeric attributes and one Boolean attribute (e.g., Age, Balance ⇒ CardLoan=Yes). Algorithms find optimal regions for gain, support, and confidence under rectangle and admissible (connected, x-monotone) region classes; implemented for admissible regions with a visualization system. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 2868
Venue: SIGMOD
Year: 1996
Pagerank: 5.987105e-05
Overall Rank: 4,692 | 67.40%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,609	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00011166163
2,689	BOAT—Optimistic Decision Tree Construction	1999	SIGMOD	8.2965064e-05
3,446	Traversing Itemset Lattices with Statistical Metric Pruning	2000	PODS	7.0836261e-05
4,009	Constructing Efficient Decision Trees by Using Optimized Numeric Association Rules	1996	VLDB	6.5356352e-05
4,515	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.1157444e-05
4,528	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.1063994e-05
4,805	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	5.9050441e-05
5,418	Efficient Construction of Regression Trees with Range and Region Splitting	1997	VLDB	5.5157712e-05
6,773	On the Discovery of Interesting Patterns in Association Rules	1998	VLDB	4.9255238e-05
9,292	Analyzing Quantitative Databases: Image is Everything	2001	VLDB	4.3581013e-05
14,038	SONAR: System for Optimized Numeric Association Rules	1996	SIGMOD	-

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 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	0.0010863639
27	Efficient and Effective Clustering Methods for Spatial Data Mining	1994	VLDB	0.00080846213
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
146	Knowledge Discovery in Databases: An Attribute-Oriented Approach	1992	VLDB	0.00041260875
232	An Interval Classifier for Database Mining Applications	1992	VLDB	0.00032060702
602	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00019350521
1,259	Dbms Research At A Crossroads: The Vienna Update	1993	VLDB	0.00012996412
4,515	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.1157444e-05

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Overall Rank	Paper	Year	Venue	Pagerank
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14,038	SONAR: System for Optimized Numeric Association Rules	1996	SIGMOD	-
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.0002012549
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4,528	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.1063994e-05
3,817	Association Rules over Interval Data	1997	SIGMOD	6.72838e-05
13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD	0.0010863639
4,515	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.1157444e-05