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: 8631
Venue: VLDB
Year: 2000
Pagerank: 5.5905507e-05
Overall Rank: 5,276 | 63.30%
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
12,560	PSYCHO: A Prototype System for Pattern Management	2005	VLDB	4.1945683e-05
12,573	Cost-Based Labeling of Groups of Mass Spectra	2004	SIGMOD	4.1945683e-05
13,763	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	0.0032169493
6	The R*-tree: An Efficient and Robust Access Method for Points and Rectangles	1990	SIGMOD	0.0016162015
13	Mining Association Rules between Sets of Items in Large Databases	1993	SIGMOD	0.0010864752
27	Efficient and Effective Clustering Methods for Spatial Data Mining	1994	VLDB	0.00080736878
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077324389
36	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00076161096
227	Discovery of Multiple-Level Association Rules from Large Databases	1995	VLDB	0.00032284058
270	OPTICS: Ordering Points To Identify the Clustering Structure	1999	SIGMOD	0.00029505642
277	Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications	1998	SIGMOD	0.00029311426
744	Beyond Market Baskets: Generalizing Association Rules to Correlations	1997	SIGMOD	0.00017333019
904	Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications	1998	SIGMOD	0.00015469655
1,415	Towards a Theory of Spatial Database Queries (Extended Abstract)	1994	PODS	0.0001211468
1,623	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00011102927
1,626	Exploratory Mining and Pruning Optimizations of Constrained Association Rules	1998	SIGMOD	0.00011094469
1,741	Relational Expressive Power of Constraint Query Languages	1996	PODS	0.00010714223
2,072	Query Flocks: A Generalization of Association-Rule Mining	1998	SIGMOD	9.6150986e-05
3,871	A New SQL-like Operator for Mining Association Rules	1996	VLDB	6.6794637e-05
4,043	What can Hierarchies do for Data Warehouses?	1999	VLDB	6.5015013e-05
4,258	Online Association Rule Mining	1999	SIGMOD	6.3148619e-05
4,919	Optimization of Constrained Frequent Set Queries with 2-variable Constraints	1999	SIGMOD	5.8256934e-05
5,336	SPIRIT: Sequential Pattern Mining with Regular Expression Constraints	1999	VLDB	5.5641083e-05
7,993	Complete geometrical query languages (extended abstract)	1997	PODS	4.6112654e-05

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