BibFinder/StatMiner: Effectively Mining and Using Coverage and Overlap Statistics in Data Integration

Summary: StatMiner learns coverage and overlap for data integration via a hierarchical classifier and thresholded learning to adapt resolution. Demonstrates on BibFinder, autonomous sources with uneven coverage, learned stats speeding query processing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h7a07abca0e86b454
Venue: VLDB
Year: 2003
Pagerank: 5.892229e-05
Overall Rank: 6,084 | 59.10%
DOI: 10.1016/B978-012722442-8/50114-2

Incoming Non-self Citations Over Time

Authors

1. Zaiqing Nie (Arizona State University)
2. Subbarao Kambhampati (Arizona State University)
3. Thomas Hernandez (Arizona State University)

BibTeX Citation

@article{nie_vldb03,
        title = {{BibFinder/StatMiner: Effectively Mining and Using Coverage and Overlap Statistics in Data Integration}},
        author = {Nie, Zaiqing and Kambhampati, Subbarao and Hernandez, Thomas},
        journal = {PVLDB},
        series = {{VLDB} '03},
        doi = {10.1016/B978-012722442-8/50114-2},
        url = {https://doi.org/10.1016/B978-012722442-8/50114-2},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
12,474	Online Ordering of Overlapping Data Sources	2014	VLDB	4.9793485e-05
12,664	Large-Scale Copy Detection	2011	SIGMOD	4.9793485e-05

Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
29	Fast Algorithms for Mining Association Rules	1994	VLDB	0.0005121339
1,895	Using Probabilistic Information in Data Integration	1997	VLDB	9.410384e-05
3,407	Quality-driven Integration of Heterogeneous Information Systems	1999	VLDB	7.328074e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	10,201	Structures, Semantics and Statistics	2004	VLDB
2	14,530	Data Mining Techniques	1996	SIGMOD
3	14,024	Database Systems Research on Data Mining	2010	SIGMOD
4	14,533	DBMiner: Interactive Mining of Multiple-Level Knowledge in Relational Databases	1996	SIGMOD
5	2,767	GraphMiner: A Structural Pattern-Mining System for Large Disk-based Graph Databases and Its Applications	2005	SIGMOD
6	12,564	IBminer: A Text Mining Tool for Constructing and Populating InfoBox Databases and Knowledge Bases	2013	VLDB
7	1,895	Using Probabilistic Information in Data Integration	1997	VLDB
8	2,255	Extraction and Integration of Partially Overlapping Web Sources	2013	VLDB
9	7,065	Automatically Incorporating New Sources in Keyword Search-Based Data Integration	2010	SIGMOD
10	5,555	BibNetMiner: Mining Bibliographic Information Networks	2008	SIGMOD