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Tuning Schema Matching Software using Synthetic Scenarios

Summary: eTuner automatically tunes multi-component schema matchers by matching a target schema against synthetic schemas with known mappings, replacing costly domain expertise. Sequential component-level search and optional user guidance improve four systems’ real-world accuracy at negligible user cost. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hb3df1a3d52626fa2
Venue
VLDB
Year
2005
Pagerank
8.2716518e-05
Overall Rank
2,580 | 82.66%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{sayyadian_vldb05,
        title = {{Tuning Schema Matching Software using Synthetic Scenarios}},
        author = {Sayyadian, Mayssam and Lee, Yoonkyong and Doan, AnHai and Rosenthal, Arnon S.},
        journal = {PVLDB},
        series = {{VLDB} '05},
        pages = {994--1005},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
1,505 Generic Schema Matching, Ten Years Later 2011 VLDB 0.00010454635
2,311 STBenchmark: Towards a Benchmark for Mapping Systems 2008 VLDB 8.6606108e-05
2,901 Incremental Schema Matching 2006 VLDB 7.8830583e-05
3,621 MOMA - A Mapping-based Object Matching System 2007 CIDR 7.1539025e-05
4,737 Comparing and Evaluating Mapping Systems with STBenchmark 2008 VLDB 6.4448142e-05
5,498 HAMSTER: Using Search Clicklogs for Schema and Taxonomy Matching 2009 VLDB 6.1035636e-05
9,171 Analyzing and Revising Data Integration Schemas to Improve Their Matchability 2008 VLDB 5.2141009e-05
12,029 Valentine in Action: Matching Tabular Data at Scale 2021 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
269 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.00022620777
296 Generic Schema Matching with Cupid 2001 VLDB 0.00021867512
407 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019026291
465 Using Schema Matching to Simplify Heterogeneous Data Translation 1998 VLDB 0.00017785121
491 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.00017413042
604 Rethinking Database System Architecture: Towards a Self-tuning RISC-style Database System 2000 VLDB 0.0001566686
735 Automatic segmentation of text into structured records 2001 SIGMOD 0.00014373044
801 Statistical Schema Matching across Web Query Interfaces 2003 SIGMOD 0.0001387328
814 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD 0.00013719268
822 On Schema Matching with Opaque Column Names and Data Values 2003 SIGMOD 0.00013651306
1,050 Data-Driven Understanding and Refinement of Schema Mappings 2001 SIGMOD 0.00012298141
1,958 iMAP: Discovering Complex Semantic Matches between Database Schemas 2004 SIGMOD 9.3145711e-05
1,969 Information-Theoretic Tools for Mining Database Structure from Large Data Sets 2004 SIGMOD 9.2935435e-05
5,191 Mapping Maintenance for Data Integration Systems 2005 VLDB 6.2356403e-05
6,823 Self-Managing Technology in Database Management Systems 2004 VLDB 5.671749e-05
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# Overall Rank Paper Year Venue
1 5,765 Top-K Generation of Integrated Schemas Based on Directed and Weighted Correspondences 2009 SIGMOD
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4 1,776 Sample-Driven Schema Mapping 2012 SIGMOD
5 4,602 Reducing Uncertainty of Schema Matching via Crowdsourcing 2013 VLDB
6 7,455 AgreementMaker: Efficient Matching for Large Real-World Schemas and Ontologies 2009 VLDB
7 9,170 The Role of Schema Matching in Large Enterprises 2009 CIDR
8 7,070 E2ETune: End-to-End Knob Tuning via Fine-tuned Generative Language Model 2025 VLDB
9 9,171 Analyzing and Revising Data Integration Schemas to Improve Their Matchability 2008 VLDB
10 6,312 Putting Context into Schema Matching 2006 VLDB