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Statistical Schema Matching across Web Query Interfaces

Summary: Statistical schema matching (MGS) discovers a hidden generative schema to align many input schemas holistically, beyond pairwise matches. MGS_sd specializes in synonym discovery; tested on hundreds of Web sources across four domains, showing robust accuracy amid deep-Web vocabulary convergence. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3496
Venue
SIGMOD
Year
2003
Pagerank
0.00014102198
Overall Rank
778 | 94.67%
DOI
10.1145/872757.872784

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{he_sigmod03,
        title = {{Statistical Schema Matching across Web Query Interfaces}},
        author = {He, Bin and Chang, Kevin Chen-Chuan},
        series = {{SIGMOD} '03},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/872757.872784},
        url = {https://dl.acm.org/doi/10.1145/872757.872784},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019979463
791 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD 0.00013995705
878 Table Union Search on Open Data 2018 VLDB 0.00013463374
917 Data Integration: The Teenage Years 2006 VLDB 0.00013224381
1,497 Generic Schema Matching, Ten Years Later 2011 VLDB 0.00010568859
1,649 Bootstrapping Pay-As-You-Go Data Integration Systems 2008 SIGMOD 0.00010117306
1,939 iMAP: Discovering Complex Semantic Matches between Database Schemas 2004 SIGMOD 9.4490491e-05
2,216 Open Data Integration 2018 VLDB 8.9374127e-05
2,372 Instance-based Schema Matching for Web Databases by Domain-specific Query Probing 2004 VLDB 8.6786716e-05
2,538 Tuning Schema Matching Software using Synthetic Scenarios 2005 VLDB 8.4548936e-05
2,554 Understanding Web Query Interfaces: Best-Effort Parsing with Hidden Syntax 2004 SIGMOD 8.4252755e-05
2,916 Knocking the Door to the Deep Web: Integrating Web Query Interfaces 2004 SIGMOD 7.9664495e-05
3,301 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.5408662e-05
3,690 Toward Large Scale Integration: Building a MetaQuerier over Databases on the Web 2005 CIDR 7.2007927e-05
4,471 Harnessing the Deep Web: Present and Future 2009 CIDR 6.6813981e-05
5,064 Mapping Maintenance for Data Integration Systems 2005 VLDB 6.3783698e-05
6,571 Query Relaxation Using Malleable Schemas 2007 SIGMOD 5.8374223e-05
6,904 Light-weight Domain-based Form Assistant: Querying Web Databases On the Fly 2005 VLDB 5.7425557e-05
8,383 MetaQuerier: Querying Structured Web Sources On-the-fly 2005 SIGMOD 5.4369427e-05
8,491 Synthesizing Mapping Relationships Using Table Corpus 2017 SIGMOD 5.414689e-05
8,706 WISE-Integrator: A System for Extracting and Integrating Complex Web Search Interfaces of the Deep Web 2005 VLDB 5.3805554e-05
9,014 The Role of Schema Matching in Large Enterprises 2009 CIDR 5.3321017e-05
9,031 Learning to Extract Form Labels 2008 VLDB 5.3283239e-05
9,683 Optimal Algorithms for Crawling a Hidden Database in the Web 2012 VLDB 5.2352357e-05
9,684 Attribute Domain Discovery for Hidden Web Databases 2011 SIGMOD 5.2352357e-05
10,012 Structures, Semantics and Statistics 2004 VLDB 5.1770908e-05
10,095 Stop Word and Related Problems in Web Interface Integration 2009 VLDB 5.1528643e-05
12,418 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD 5.093636e-05
12,671 Randomized Algorithms for Data Reconciliation in Wide Area Aggregate Query Processing 2007 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank Cited Paper Year Venue Pagerank
160 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.0002802209
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
1,540 Crossing the Structure Chasm 2003 CIDR 0.00010430413
1,766 A Methodology for View Integration in Logical Database Design 1982 VLDB 9.8068514e-05
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