Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications

Summary: Evaluates alternatives for embedding association rule mining in a relational DBMS (cursor, stored procedures, file-cache, UDFs, SQL). Cache-Mine best; SQL-OR near-competitive (within 2x); SQL-92 too slow; tradeoffs: storage, parallelism, portability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3027
Venue: SIGMOD
Year: 1998
Pagerank: 0.00015458733
Overall Rank: 902 | 93.74%
DOI: -

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
182	Mining Frequent Patterns without Candidate Generation	2000	SIGMOD	0.00036955562
468	MauveDB: Supporting Model-based User Views in Database Systems	2006	SIGMOD	0.00022407392
860	Storage and Querying of E-Commerce Data	2001	VLDB	0.00015804018
3,248	Explanation-Based Auditing	2012	VLDB	7.3232501e-05
3,451	Processing Forecasting Queries	2007	VLDB	7.0798147e-05
4,805	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	5.9050441e-05
5,078	Combi-Operator – Database Support for Data Mining Applications	2003	VLDB	5.708568e-05
5,280	The 3W Model and Algebra for Unified Data Mining	2000	VLDB	5.5851818e-05
5,284	Query Languages and Data Models for Database Sequences and Data Streams	2004	VLDB	5.5834113e-05
6,622	Exploratory Mining via Constrained Frequent Set Queries	1999	SIGMOD	4.9846111e-05
6,790	InferDB: In-Database Machine Learning Inference Using Indexes	2024	VLDB	4.9205968e-05
6,981	Integration of Data Mining and Relational Databases	2000	VLDB	4.8688342e-05
8,070	Optimizing Iceberg Queries with Complex Joins	2017	SIGMOD	4.5893281e-05
8,462	Building Statistical Models and Scoring with UDFs	2007	SIGMOD	4.5007504e-05
10,492	Fast and Scalable Data Transfer Across Data Systems	2025	SIGMOD	4.1905499e-05
12,552	A Native Extension of SQL for Mining Data Streams	2005	SIGMOD	4.1905499e-05
12,582	Cost-Based Labeling of Groups of Mass Spectra	2004	SIGMOD	4.1905499e-05
12,600	Computing Frequent Itemsets Inside Oracle 10G	2004	VLDB	4.1905499e-05
12,677	Fault-tolerant, Load-balancing Queries in Telegraph	2001	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 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
404	Mining Generalized Association Rules	1995	VLDB	0.00024159651
473	Sampling Large Databases for Association Rules	1996	VLDB	0.00022304724
651	Dynamic Itemset Counting and Implication Rules for Market Basket Data	1997	SIGMOD	0.00018649942
2,042	Query Flocks: A Generalization of Association-Rule Mining	1998	SIGMOD	9.6988612e-05
3,870	A New SQL-like Operator for Mining Association Rules	1996	VLDB	6.6763843e-05
4,371	Object-Oriented Extensions in SQL3: A Status Report	1994	SIGMOD	6.2374825e-05

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Overall Rank	Paper	Year	Venue	Pagerank
473	Sampling Large Databases for Association Rules	1996	VLDB	0.00022304724
13,820	Query Processing Concepts and Techniques to Support Business Intelligence Applications	2002	VLDB	-
12,738	Parallel Mining Algorithms for Generalized Association Rules with Classification Hierarchy	1998	SIGMOD	4.1905499e-05
13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD	0.0010863639
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
4,169	Scalable Parallel Data Mining for Association Rules	1997	SIGMOD	6.3818994e-05
13,526	Database Systems Research on Data Mining	2010	SIGMOD	-
3,870	A New SQL-like Operator for Mining Association Rules	1996	VLDB	6.6763843e-05
546	An Efficient Algorithm for Mining Association Rules in Large Databases	1995	VLDB	0.00020410312