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: ha66b4dbc09dc31ea
Venue: SIGMOD
Year: 1996
Pagerank: 6.4800763e-05
Overall Rank: 4,664 | 68.65%
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
1,561	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00010240418
2,870	BOAT—Optimistic Decision Tree Construction	1999	SIGMOD	7.9233098e-05
4,180	Traversing Itemset Lattices with Statistical Metric Pruning	2000	PODS	6.7554731e-05
4,600	Constructing Efficient Decision Trees by Using Optimized Numeric Association Rules	1996	VLDB	6.507687e-05
4,873	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.372839e-05
5,084	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	6.2834723e-05
5,154	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.2516885e-05
6,405	Efficient Construction of Regression Trees with Range and Region Splitting	1997	VLDB	5.795983e-05
7,190	On the Discovery of Interesting Patterns in Association Rules	1998	VLDB	5.5906527e-05
9,697	Analyzing Quantitative Databases: Image is Everything	2001	VLDB	5.1387734e-05
14,534	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	0.00064420972
29	Fast Algorithms for Mining Association Rules	1994	VLDB	0.0005121339
94	Efficient and Effective Clustering Methods for Spatial Data Mining	1994	VLDB	0.00034579889
250	An Effective Hash-Based Algorithm for Mining Association Rules	1995	SIGMOD	0.00023156569
359	Knowledge Discovery in Databases: An Attribute-Oriented Approach	1992	VLDB	0.00020013291
452	An Interval Classifier for Database Mining Applications	1992	VLDB	0.00018018759
620	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00015502611
1,962	DBMS Research at a Crossroads: The Vienna Update	1993	VLDB	9.3084018e-05
4,873	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.372839e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	6,824	Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining	1998	VLDB
2	14,534	SONAR: System for Optimized Numeric Association Rules	1996	SIGMOD
3	1,239	Maintaining Data Privacy in Association Rule Mining	2002	VLDB
4	4,231	A New SQL-like Operator for Mining Association Rules	1996	VLDB
5	620	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD
6	573	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB
7	5,154	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB
8	4,637	Association Rules over Interval Data	1997	SIGMOD
9	13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD
10	4,873	Mining Optimized Association Rules for Numeric Attributes	1996	PODS