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: 2929
Venue: SIGMOD
Year: 1996
Pagerank: 6.6278063e-05
Overall Rank: 4,565 | 68.69%
DOI: 10.1145/233269.233313

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fukuda_sigmod96,
        title = {{Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization}},
        author = {Fukuda, Takeshi and Morimoto, Yasuhiko and Morishita, Shinichi and Tokuyama, Takeshi},
        series = {{SIGMOD} '96},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/233269.233313},
        url = {https://dl.acm.org/doi/10.1145/233269.233313},
        year = {1996}
}

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,535	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00010463058
2,810	BOAT—Optimistic Decision Tree Construction	1999	SIGMOD	8.0985732e-05
4,092	Traversing Itemset Lattices with Statistical Metric Pruning	2000	PODS	6.907339e-05
4,509	Constructing Efficient Decision Trees by Using Optimized Numeric Association Rules	1996	VLDB	6.6548619e-05
4,766	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.5181854e-05
4,969	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	6.4201643e-05
5,034	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.3930337e-05
6,280	Efficient Construction of Regression Trees with Range and Region Splitting	1997	VLDB	5.928365e-05
7,044	On the Discovery of Interesting Patterns in Association Rules	1998	VLDB	5.7187358e-05
9,515	Analyzing Quantitative Databases: Image is Everything	2001	VLDB	5.2567112e-05
14,223	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	0.0006567919
27	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00052255472
88	Efficient and Effective Clustering Methods for Spatial Data Mining	1994	VLDB	0.00035240327
240	An Effective Hash-Based Algorithm for Mining Association Rules	1995	SIGMOD	0.0002366381
349	Knowledge Discovery in Databases: An Attribute-Oriented Approach	1992	VLDB	0.00020432737
440	An Interval Classifier for Database Mining Applications	1992	VLDB	0.00018409145
606	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00015804851
1,899	DBMS Research at a Crossroads: The Vienna Update	1993	VLDB	9.5203968e-05
4,766	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.5181854e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	6,689	Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining	1998	VLDB
2	14,223	SONAR: System for Optimized Numeric Association Rules	1996	SIGMOD
3	1,217	Maintaining Data Privacy in Association Rule Mining	2002	VLDB
4	4,154	A New SQL-like Operator for Mining Association Rules	1996	VLDB
5	606	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD
6	558	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB
7	5,034	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB
8	4,545	Association Rules over Interval Data	1997	SIGMOD
9	13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD
10	4,766	Mining Optimized Association Rules for Numeric Attributes	1996	PODS