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

Summary: Introduces Ratio Rules, quantifiable associations scored by RMS “guessing error” for reconstructing hidden matrix cells. Enables forecasting, what-if analysis, outlier detection, and visualization in one pass with small memory—substantially lower error than standard methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 8657
Venue: VLDB
Year: 1998
Pagerank: 5.8014872e-05
Overall Rank: 6,689 | 54.11%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Flip Korn (University of Maryland)
2. Alexandros Labrinidis (University of Maryland)
3. Yannis Kotidis (University of Maryland)
4. Christos Faloutsos (Carnegie Mellon University)

BibTeX Citation

@article{korn_vldb98,
        title = {{Ratio Rules: A New Paradigm for Fast, Quantifiable Data Mining}},
        author = {Korn, Flip and Labrinidis, Alexandros and Kotidis, Yannis and Faloutsos, Christos},
        journal = {PVLDB},
        series = {{VLDB} '98},
        year = {1998}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,969	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	6.4201643e-05
8,809	Adding Counting Quantifiers to Graph Patterns	2016	SIGMOD	5.3655939e-05
9,515	Analyzing Quantitative Databases: Image is Everything	2001	VLDB	5.2567112e-05
12,880	Data Mining on an OLTP System (Nearly) for Free	2000	SIGMOD	5.093636e-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	0.0006567919
27	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00052255472
240	An Effective Hash-Based Algorithm for Mining Association Rules	1995	SIGMOD	0.0002366381
456	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.00018124452
460	Mining Generalized Association Rules	1995	VLDB	0.00018071773
558	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB	0.00016530269
606	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD	0.00015804851
711	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00014713746

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	711	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD
2	4,545	Association Rules over Interval Data	1997	SIGMOD
3	4,154	A New SQL-like Operator for Mining Association Rules	1996	VLDB
4	4,565	Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization	1996	SIGMOD
5	13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD
6	558	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB
7	460	Mining Generalized Association Rules	1995	VLDB
8	4,766	Mining Optimized Association Rules for Numeric Attributes	1996	PODS
9	27	Fast Algorithms for Mining Association Rules	1994	VLDB
10	606	Mining Quantitative Association Rules in Large Relational Tables	1996	SIGMOD