Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining

Summary: Ratio Rules introduce a quantifiable data-mining paradigm using guessing-error (RMSE) for matrix reconstruction. A single-pass computation enables forecasting, what-if, and missing-value guessing, with up to 5× lower error than baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 8467
Venue: VLDB
Year: 1998
Pagerank: 4.9216736e-05
Overall Rank: 6,784 | 52.86%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,805	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	5.9050441e-05
8,786	Adding Counting Quantifiers to Graph Patterns	2016	SIGMOD	4.4467423e-05
9,292	Analyzing Quantitative Databases: Image is Everything	2001	VLDB	4.3581013e-05
12,696	Data Mining on an OLTP System (Nearly) for Free	2000	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 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
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
229	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.0003226623
404	Mining Generalized Association Rules	1995	VLDB	0.00024159651
546	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB	0.00020410312
602	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00019350521
735	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00017417893

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
735	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00017417893
3,817	Association Rules over Interval Data	1997	SIGMOD	6.72838e-05
3,870	A New SQL-like Operator for Mining Association Rules	1996	VLDB	6.6763843e-05
4,692	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD	5.987105e-05
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
404	Mining Generalized Association Rules	1995	VLDB	0.00024159651
4,515	Mining Optimized Association Rules for Numeric Attributes	1996	PODS	6.1157444e-05
36	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00076114894
602	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00019350521