Pay-As-You-Go Mapping Selection in Dataspaces
Summary: DSToolkit enables pay-as-you-go mapping in dataspaces with iterative user feedback over an integration schema. Feedback annotates mappings with precision/recall, and user-specified precision/recall targets guide the system to select mappings predicted to satisfy them. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Cornelia Hedeler (University of Manchester)
- 2. Khalid Belhajjame (University of Manchester)
- 3. Norman W. Paton (University of Manchester)
- 4. Alvaro A.A. Fernandes (University of Manchester)
- 5. Suzanne M. Embury (University of Manchester)
- 6. Lu Mao (University of Manchester)
- 7. Chenjuan Guo (University of Manchester)
BibTeX Citation
@inproceedings{hedeler_sigmod11,
title = {{Pay-As-You-Go Mapping Selection in Dataspaces}},
author = {Hedeler, Cornelia and Belhajjame, Khalid and Paton, Norman W. and Fernandes, Alvaro A.A. and Embury, Suzanne M. and Mao, Lu and Guo, Chenjuan},
series = {{SIGMOD} '11},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1989323.1989476},
url = {https://dl.acm.org/doi/10.1145/1989323.1989476},
year = {2011}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 762 | Model Management 2.0: Manipulating Richer Mappings | 2007 | SIGMOD | 0.00014231163 |
| 969 | Web-scale Data Integration: You can only afford to Pay As You Go | 2007 | CIDR | 0.00012892148 |
| 1,649 | Bootstrapping Pay-As-You-Go Data Integration Systems | 2008 | SIGMOD | 0.00010117306 |
| 3,032 | Learning to Create Data-Integrating Queries | 2008 | VLDB | 7.8323614e-05 |
| 5,006 | iTrails: Pay-as-you-go Information Integration in Dataspaces | 2007 | VLDB | 6.4034229e-05 |
| 7,758 | Concise and Expressive Mappings with +Spicy | 2009 | VLDB | 5.5507352e-05 |
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