The 3W Model and Algebra for Unified Data Mining

Summary: 3W model: three worlds (intensional, extensional, data sets) with hierarchies to unify multi-step mining and interlink outputs. Dimension algebra with bridge operators manipulates dimensions, captures end-to-end pipelines, demonstrates identities, and discusses efficient implementation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 8632
Venue: VLDB
Year: 2000
Pagerank: 5.5851818e-05
Overall Rank: 5,280 | 63.31%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
12,569	PSYCHO: A Prototype System for Pattern Management	2005	VLDB	4.1905499e-05
12,582	Cost-Based Labeling of Groups of Mass Spectra	2004	SIGMOD	4.1905499e-05
13,777	GEA: a Toolkit for Gene Expression Analysis	2002	SIGMOD	-

Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
2	R-Trees: A Dynamic Index Structure For Spatial Searching	1984	SIGMOD	0.0032118946
6	The R*-tree: An Efficient and Robust Access Method for Points and Rectangles	1990	SIGMOD	0.0016113151
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
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077399244
36	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00076114894
229	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.0003226623
263	OPTICS: Ordering Points To Identify the Clustering Structure	1999	SIGMOD	0.00029955858
277	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	1998	SIGMOD	0.00029356968
735	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00017417893
902	Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications	1998	SIGMOD	0.00015458733
1,414	Towards a Theory of Spatial Database Queries (Extended Abstract)	1994	PODS	0.00012104556
1,604	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00011181856
1,609	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00011166163
1,738	Relational Expressive Power of Constraint Query Languages	1996	PODS	0.00010704219
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
4,050	What can Hierarchies do for Data Warehouses?	1999	VLDB	6.4952391e-05
4,261	Online Association Rule Mining	1999	SIGMOD	6.3024528e-05
4,805	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	5.9050441e-05
5,342	SPIRIT: Sequential Pattern Mining with Regular Expression Constraints	1999	VLDB	5.5587866e-05
7,997	Complete geometrical query languages (extended abstract)	1997	PODS	4.606843e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
6,460	Data mining, Hypergraph Transversals, and Machine Learning	1997	PODS	5.0481624e-05
5,808	The Integrated Data Model: A Database Perspective	1983	VLDB	5.3180308e-05
9,586	One-pass Data Mining Algorithms in a DBMS with UDFs	2011	SIGMOD	4.31773e-05
14,034	Data Mining Techniques	1996	SIGMOD	-
762	Explaining differences in multidimensional aggregates	1999	VLDB	0.00016984985
13,815	An Effective Visual Data Mining Environment	2002	VLDB	-
1,283	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012826013
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
4,356	A Foundation for Multi-Dimensional Databases	1997	VLDB	6.2518316e-05