Preliminary of differential privacy

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Abstract

This chapter presents the preliminary of differential privacy. It includes the basic concept of differential privacy, the notion of global sensitivity, local sensitivity, and principle mechanisms that can preserve differential privacy. To make the theory accessible, an example is proposed to illustrate these concepts. In addition, utility measurements are discussed in this chapter.

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Zhu, T., Li, G., Zhou, W., & Yu, P. S. (2017). Preliminary of differential privacy. In Advances in Information Security (Vol. 69, pp. 7–16). Springer New York LLC. https://doi.org/10.1007/978-3-319-62004-6_2

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