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Differentially Private Data Publishing: Settings and Mechanisms

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Differential Privacy and Applications

Part of the book series: Advances in Information Security ((ADIS,volume 69))

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Abstract

Differentially private data publishing aims to output aggregate information to the public without disclosing any individual’s record. Two settings, interactive and non-interactive, are involved in this publishing scenario. In the interactive setting, a query can not be issued until the answer to the previous query has been published. In the non-interactive setting, all queries are given to the curator at one time. The curator can provide answers with full knowledge of the query set. This chapter focuses on the interactive setting in the data publishing.

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References

  1. I. Dinur and K. Nissim. Revealing information while preserving privacy. In PODS, pages 202–210, 2003.

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Zhu, T., Li, G., Zhou, W., Yu, P.S. (2017). Differentially Private Data Publishing: Settings and Mechanisms. In: Differential Privacy and Applications. Advances in Information Security, vol 69. Springer, Cham. https://doi.org/10.1007/978-3-319-62004-6_3

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  • DOI: https://doi.org/10.1007/978-3-319-62004-6_3

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-62002-2

  • Online ISBN: 978-3-319-62004-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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