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An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web

Summary: Interactive, clustering-based matching of hierarchical Deep Web query interfaces. Extends beyond 1:1 mappings with complex mappings, human-in-the-loop parameter learning, and iterative refinement, showing strong empirical effectiveness. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hd6867ef40427d3d6
Venue
SIGMOD
Year
2004
Pagerank
0.00013719268
Overall Rank
814 | 94.53%
DOI
10.1145/1007568.1007582

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{wu_sigmod04,
        title = {{An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web}},
        author = {Wu, Wensheng and Yu, Clement and Doan, AnHai and Meng, Weiyi},
        series = {{SIGMOD} '04},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1007568.1007582},
        url = {https://dl.acm.org/doi/10.1145/1007568.1007582},
        year = {2004}
}

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
259 Answering Queries using Humans, Algorithms and Databases 2011 CIDR 0.00022923243
787 Human-Assisted Graph Search: It’s Okay to Ask Questions 2011 VLDB 0.00013988274
888 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00013255989
991 Web-scale Data Integration: You can only afford to Pay As You Go 2007 CIDR 0.00012647155
1,505 Generic Schema Matching, Ten Years Later 2011 VLDB 0.00010454635
1,582 Google’s Deep-Web Crawl 2008 VLDB 0.00010173382
2,580 Tuning Schema Matching Software using Synthetic Scenarios 2005 VLDB 8.2716518e-05
3,568 Context-Aware Wrapping: Synchronized Data Extraction 2007 VLDB 7.200842e-05
3,759 Toward Large Scale Integration: Building a MetaQuerier over Databases on the Web 2005 CIDR 7.0430209e-05
3,915 Efficiently Incorporating User Feedback into Information Extraction and Integration Programs 2009 SIGMOD 6.9290474e-05
4,549 Harnessing the Deep Web: Present and Future 2009 CIDR 6.5410269e-05
5,678 A Hierarchical Approach to Model Web Query Interfaces for Web Source Integration 2009 VLDB 6.0409774e-05
6,883 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.6565418e-05
7,047 Light-weight Domain-based Form Assistant: Querying Web Databases On the Fly 2005 VLDB 5.6137121e-05
7,581 Meaningful Labeling of Integrated Query Interfaces 2006 VLDB 5.4912055e-05
8,736 Progressive Deep Web Crawling Through Keyword Queries For Data Enrichment 2019 SIGMOD 5.2904354e-05
8,868 WISE-Integrator: A System for Extracting and Integrating Complex Web Search Interfaces of the Deep Web 2005 VLDB 5.2603262e-05
9,170 The Role of Schema Matching in Large Enterprises 2009 CIDR 5.2141009e-05
9,199 Learning to Extract Form Labels 2008 VLDB 5.2087995e-05
10,317 Stop Word and Related Problems in Web Interface Integration 2009 VLDB 5.0372479e-05
11,875 PACk: An Efficient Partition-based Distributed Agglomerative Hierarchical Clustering Algorithm for Deduplication 2022 VLDB 4.9793485e-05
12,726 Creating and Exploring Web Form Repositories 2010 SIGMOD 4.9793485e-05
12,746 Deep Web Integration with VisQI 2010 VLDB 4.9793485e-05
12,810 Kosmix: High-Performance Topic Exploration using the Deep Web 2009 VLDB 4.9793485e-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
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034382643
182 Schema Mapping as Query Discovery 2000 VLDB 0.00026277842
186 Federated Database Systems for Managing Distributed, Heterogeneous, and Autonomous Databases 1991 VLDB 0.00025951043
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
348 Crawling the Hidden Web 2001 VLDB 0.00020262145
407 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019026291
801 Statistical Schema Matching across Web Query Interfaces 2003 SIGMOD 0.0001387328
2,049 Merging Models Based on Given Correspondences 2003 VLDB 9.1214548e-05
2,661 WISE-Integrator: An Automatic Integrator of Web Search Interfaces for E-Commerce 2003 VLDB 8.1602863e-05
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# Overall Rank Paper Year Venue
1 12,746 Deep Web Integration with VisQI 2010 VLDB
2 8,556 MetaQuerier: Querying Structured Web Sources On-the-fly 2005 SIGMOD
3 7,581 Meaningful Labeling of Integrated Query Interfaces 2006 VLDB
4 3,759 Toward Large Scale Integration: Building a MetaQuerier over Databases on the Web 2005 CIDR
5 5,029 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB
6 2,417 Instance-based Schema Matching for Web Databases by Domain-specific Query Probing 2004 VLDB
7 12,709 Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems 2010 SIGMOD
8 801 Statistical Schema Matching across Web Query Interfaces 2003 SIGMOD
9 2,913 Knocking the Door to the Deep Web: Integrating Web Query Interfaces 2004 SIGMOD
10 5,678 A Hierarchical Approach to Model Web Query Interfaces for Web Source Integration 2009 VLDB