Mining Optimized Association Rules for Numeric Attributes

Summary: Mine rules of the form (numeric range) ⇒ Boolean, optimizing either max-support with confidence ≥ p or max-confidence with support ≥ s. Novel linear-time computational-geometry algorithms on sorted data plus randomized bucketing to avoid expensive sorts, enabling practical scalable mining across hundreds of attributes. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 1088
Venue: PODS
Year: 1996
Pagerank: 6.3511866e-05
Overall Rank: 4,218 | 70.66%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
744	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00017333019
2,687	BOAT—Optimistic Decision Tree Construction	1999	SIGMOD	8.3050259e-05
3,454	Traversing Itemset Lattices with Statistical Metric Pruning	2000	PODS	7.0778482e-05
3,770	Constructing Efficient Decision Trees by Using Optimized Numeric Association Rules	1996	VLDB	6.7779074e-05
4,398	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	6.2225159e-05
4,643	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.0261932e-05
5,020	Efficient Construction of Regression Trees with Range and Region Splitting	1997	VLDB	5.7552641e-05
9,287	Analyzing Quantitative Databases: Image is Everything	2001	VLDB	4.3622826e-05
14,024	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	0.0010864752
27	Efficient and Effective Clustering Methods for Spatial Data Mining	1994	VLDB	0.00080736878
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
146	Knowledge Discovery in Databases: An Attribute-Oriented Approach	1992	VLDB	0.00041315295
230	An Interval Classifier for Database Mining Applications	1992	VLDB	0.00032217064
599	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00019394214
1,250	Dbms Research At A Crossroads: The Vienna Update	1993	VLDB	0.00013036867
4,398	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	6.2225159e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
227	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.00032284058
1,626	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00011094469
117	An Effective Hash-Based Algorithm for Mining Association Rules	1995	SIGMOD	0.00045896865
3,822	Association Rules over Interval Data	1997	SIGMOD	6.7263391e-05
4,643	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.0261932e-05
599	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00019394214
473	Sampling Large Databases for Association Rules	1996	VLDB	0.0002233798
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
4,398	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	6.2225159e-05