Instance-based Schema Matching for Web Databases by Domain-specific Query Probing
Summary: Proposes a domain-specific model separating interface and result schemas in web DBs, with instance-based matching guided by query probing. Addresses intra-site extraction and inter-site integration with cross-validation, achieving strong precision and recall on web data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jiying Wang (Hong Kong University of Science and Technology)
- 2. Ji-Rong Wen (Microsoft)
- 3. Fred Lochovsky (Hong Kong University of Science and Technology)
- 4. Wei-Ying Ma (Microsoft)
BibTeX Citation
@article{wang_vldb04,
title = {{Instance-based Schema Matching for Web Databases by Domain-specific Query Probing}},
author = {Wang, Jiying and Wen, Ji-Rong and Lochovsky, Fred and Ma, Wei-Ying},
journal = {PVLDB},
series = {{VLDB} '04},
pages = {408--419},
doi = {10.1016/B978-012088469-8.50038-3},
url = {https://doi.org/10.1016/B978-012088469-8.50038-3},
year = {2004}
}
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,554 | Google’s Deep-Web Crawl | 2008 | VLDB | 0.00010372108 |
| 1,649 | Bootstrapping Pay-As-You-Go Data Integration Systems | 2008 | SIGMOD | 0.00010117306 |
| 3,301 | Stitching Web Tables for Improving Matching Quality | 2017 | VLDB | 7.5408662e-05 |
| 5,545 | A Hierarchical Approach to Model Web Query Interfaces for Web Source Integration | 2009 | VLDB | 6.1795204e-05 |
| 7,425 | A Probabilistic Approach for Automatically Filling Form-Based Web Interfaces | 2011 | VLDB | 5.6214101e-05 |
| 8,706 | WISE-Integrator: A System for Extracting and Integrating Complex Web Search Interfaces of the Deep Web | 2005 | VLDB | 5.3805554e-05 |
| 10,095 | Stop Word and Related Problems in Web Interface Integration | 2009 | VLDB | 5.1528643e-05 |
| 12,520 | Kosmix: High-Performance Topic Exploration using the Deep Web | 2009 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 263 | Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach | 2001 | SIGMOD | 0.0002305693 |
| 297 | Generic Schema Matching with Cupid | 2001 | VLDB | 0.00022157284 |
| 340 | Crawling the Hidden Web | 2001 | VLDB | 0.00020711119 |
| 390 | COMA - A system for flexible combination of schema matching approaches | 2002 | VLDB | 0.00019382486 |
| 503 | RoadRunner: Towards Automatic Data Extraction from Large Web Sites | 2001 | VLDB | 0.00017314037 |
| 588 | Extracting Structured Data from Web Pages | 2003 | SIGMOD | 0.00016092668 |
| 778 | Statistical Schema Matching across Web Query Interfaces | 2003 | SIGMOD | 0.00014102198 |
| 1,601 | Automatic Discovery of Language Models for Text Databases | 1999 | SIGMOD | 0.00010239819 |
| 2,621 | WISE-Integrator: An Automatic Integrator of Web Search Interfaces for E-Commerce | 2003 | VLDB | 8.3342664e-05 |
| 3,640 | Semantic Integration in Heterogeneous Databases Using Neural Networks | 1994 | VLDB | 7.2327067e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,131 | Querying Complex Structured Databases | 2007 | VLDB |
| 2 | 2,990 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD |
| 3 | 12,366 | Schema-As-You-Go: On Probabilistic Tagging and Querying of Wide Tables | 2011 | SIGMOD |
| 4 | 6,904 | Light-weight Domain-based Form Assistant: Querying Web Databases On the Fly | 2005 | VLDB |
| 5 | 5,545 | A Hierarchical Approach to Model Web Query Interfaces for Web Source Integration | 2009 | VLDB |
| 6 | 9,684 | Attribute Domain Discovery for Hidden Web Databases | 2011 | SIGMOD |
| 7 | 7,442 | Meaningful Labeling of Integrated Query Interfaces | 2006 | VLDB |
| 8 | 791 | An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web | 2004 | SIGMOD |
| 9 | 12,418 | Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems | 2010 | SIGMOD |
| 10 | 778 | Statistical Schema Matching across Web Query Interfaces | 2003 | SIGMOD |