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Pay-as-you-go mapping selection in dataspaces

Published: 12 June 2011 Publication History

Abstract

The vision of dataspaces proposes an alternative to classical data integration approaches with reduced up-front costs followed by incremental improvement on a pay-as-you-go basis. In this paper, we demonstrate DSToolkit, a system that allows users to provide feedback on results of queries posed over an integration schema. Such feedback is then used to annotate the mappings with their respective precision and recall. The system then allows a user to state the expected levels of precision (or recall) that the query results should exhibit and, in order to produce those results, the system selects those mappings that are predicted to meet the stated constraints.

References

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K. Belhajjame, N. W. Paton, S. M. Embury, A. A. A. Fernandes, and C. Hedeler. Feedback-based annotation, selection and refinement of schema mappings for dataspaces. In EDBT, pages 573--584, 2010.
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P. A. Bernstein and S. Melnik. Model management 2.0: manipulating richer mappings. In SIGMOD Conference, pages 1--12, 2007.
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A. Das Sarma, X. Dong, and A. Halevy. Bootstrapping pay-as-you-go data integration systems. In SIGMOD, pages 861--874, 2008.
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A. Halevy, M. Franklin, and D. Maier. Principles of dataspace systems. In PODS '06, pages 1--9, 2006.
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C. Hedeler, K. Belhajjame, A. A. A. Fernandes, S. M. Embury, and N. W. Paton. Dimensions of dataspaces. In BNCOD, pages 55--66, 2009.
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S. Lynden, A. Mukherjee, A. C. Hume, A. A. A. Fernandes, N. W. Paton, R. Sakellariou, and P. Watson. The design and implementation of OGSA-DQP: A service-based distributed query processor. Future Generation Comp. Syst., 25(3):224--236, 2009.
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M. A. Vaz Salles, J.-P. Dittrich, S. K. Karakashian, O. R. Girard, and L. Blunschi. itrails: Pay-as-you-go information integration in dataspaces. In VLDB, pages 663--674, 2007.

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    cover image ACM Conferences
    SIGMOD '11: Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
    June 2011
    1364 pages
    ISBN:9781450306614
    DOI:10.1145/1989323

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    New York, NY, United States

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    Published: 12 June 2011

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    1. dataspaces
    2. user feedback

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