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
- 2. Khalid Belhajjame
- 3. Norman W. Paton
- 4. Alvaro A.A. Fernandes
- 5. Suzanne M. Embury
- 6. Lu Mao
- 7. Chenjuan Guo
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 |
|---|---|---|---|---|
| 1,075 | Model Management 2.0: Manipulating Richer Mappings | 2007 | SIGMOD | 0.00014233255 |
| 1,146 | Web-scale Data Integration: You can only afford to Pay As You Go | 2007 | CIDR | 0.0001367088 |
| 1,862 | Bootstrapping Pay-As-You-Go Data Integration Systems | 2008 | SIGMOD | 0.00010292134 |
| 3,116 | Learning to Create Data-Integrating Queries | 2008 | VLDB | 7.5404022e-05 |
| 4,510 | iTrails: Pay-as-you-go Information Integration in Dataspaces | 2007 | VLDB | 6.1239848e-05 |
| 7,706 | Concise and Expressive Mappings with +Spicy | 2009 | VLDB | 4.6677174e-05 |
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