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)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,993 | Online Ordering of Overlapping Data Sources | 2014 | VLDB | 4.1905499e-05 |
| 12,186 | Large-Scale Copy Detection | 2011 | SIGMOD | 4.1905499e-05 |
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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 |
|---|---|---|---|---|
| 36 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.00076114894 |
| 1,292 | Using Probabilistic Information in Data Integration | 1997 | VLDB | 0.0001275375 |
| 3,175 | Quality-driven Integration of Heterogeneous Information Systems | 1999 | VLDB | 7.4418854e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 14,034 | Data Mining Techniques | 1996 | SIGMOD | - |
| 9,817 | Structures, Semantics and Statistics | 2004 | VLDB | 4.2736845e-05 |
| 13,526 | Database Systems Research on Data Mining | 2010 | SIGMOD | - |
| 14,037 | DBMiner: Interactive Mining of Multiple-Level Knowledge in Relational Databases | 1996 | SIGMOD | - |
| 816 | GraphMiner: A Structural Pattern-Mining System for Large Disk-based Graph Databases and Its Applications | 2005 | SIGMOD | 0.00016287952 |
| 12,084 | IBminer: A Text Mining Tool for Constructing and Populating InfoBox Databases and Knowledge Bases | 2013 | VLDB | 4.1905499e-05 |
| 1,292 | Using Probabilistic Information in Data Integration | 1997 | VLDB | 0.0001275375 |
| 2,607 | Extraction and Integration of Partially Overlapping Web Sources | 2013 | VLDB | 8.4615436e-05 |
| 6,793 | Automatically Incorporating New Sources in Keyword Search-Based Data Integration | 2010 | SIGMOD | 4.9201319e-05 |
| 3,963 | BibNetMiner: Mining Bibliographic Information Networks | 2008 | SIGMOD | 6.5813475e-05 |