Structures, Semantics and Statistics
Summary: Statistics over large sets of data schemas reveal semantic hints and enable mappings across structures for data integration. The approach generalizes to search in complex structure spaces and enables on-the-fly, next-generation data integration. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Alon Y. Halevy (University of Washington)
BibTeX Citation
@article{halevy_vldb04,
title = {{Structures, Semantics and Statistics}},
author = {Halevy, Alon Y.},
journal = {PVLDB},
series = {{VLDB} '04},
doi = {10.1016/B978-012088469-8.50003-6},
url = {https://doi.org/10.1016/B978-012088469-8.50003-6},
year = {2004}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,984 | Data Canopy: Accelerating Exploratory Statistical Analysis | 2017 | SIGMOD | 6.8741188e-05 |
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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 |
|---|---|---|---|---|
| 24 | Data Integration: A Theoretical Perspective | 2002 | PODS | 0.00055043581 |
| 190 | Applying Model Management to Classical Meta Data Problems | 2003 | CIDR | 0.00025768763 |
| 269 | Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach | 2001 | SIGMOD | 0.00022620777 |
| 801 | Statistical Schema Matching across Web Query Interfaces | 2003 | SIGMOD | 0.0001387328 |
| 1,567 | Crossing the Structure Chasm | 2003 | CIDR | 0.00010213092 |
| 1,759 | Rondo: A Programming Platform for Generic Model Management | 2003 | SIGMOD | 9.7107065e-05 |
| 7,119 | Similarity Search for Web Services | 2004 | VLDB | 5.601767e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,736 | Relationship Merging in Schema Integration | 1984 | VLDB |
| 2 | 9,171 | Analyzing and Revising Data Integration Schemas to Improve Their Matchability | 2008 | VLDB |
| 3 | 3,974 | On the Complexity of Deriving Schema Mappings from Database Instances | 2008 | PODS |
| 4 | 801 | Statistical Schema Matching across Web Query Interfaces | 2003 | SIGMOD |
| 5 | 1,525 | Managing Semantic Heterogeneity in Databases : A Theoretical Perspective | 1997 | PODS |
| 6 | 1,390 | Metadata Management for Large Statistical Databases | 1982 | VLDB |
| 7 | 11,038 | Semantic Data Systems: From Data Management to Data Understanding | 2026 | VLDB |
| 8 | 8,321 | A Metadata Approach to Resolving Semantic Conflicts | 1991 | VLDB |
| 9 | 715 | Data Integration with Uncertainty | 2007 | VLDB |
| 10 | 3,692 | Semantic Integration in Heterogeneous Databases Using Neural Networks | 1994 | VLDB |