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: 6.1157444e-05
Overall Rank: 4,515 | 68.63%
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
735	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00017417893
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
4,528	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.1063994e-05
4,692	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	5.987105e-05
5,418	Efficient Construction of Regression Trees with Range and Region Splitting	1997	VLDB	5.5157712e-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
4,692	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	5.987105e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
229	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.0003226623
1,609	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00011166163
117	An Effective Hash-Based Algorithm for Mining Association Rules	1995	SIGMOD	0.00045914132
3,817	Association Rules over Interval Data	1997	SIGMOD	6.72838e-05
4,528	Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases	1998	VLDB	6.1063994e-05
602	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00019350521
473	Sampling Large Databases for Association Rules	1996	VLDB	0.00022304724
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
4,692	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	5.987105e-05