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- W2079017812 abstract "We propose a new framework for defining privacy in statistical databases that enables reasoning about and exploiting adversarial uncertainty about the data. Roughly, our framework requires indistinguishability of the real world in which a mechanism is computed over the real dataset, and an ideal world in which a simulator outputs some function of a scrubbed version of the dataset (e.g., one in which an individual user's data is removed). In each world, the underlying dataset is drawn from the same distribution in some class (specified as part of the definition), which models the adversary's uncertainty about the dataset. We argue that our framework provides meaningful guarantees in a broader range of settings as compared to previous efforts to model privacy in the presence of adversarial uncertainty. We also show that several natural, noiseless mechanisms satisfy our definitional framework under realistic assumptions on the distribution of the underlying data." @default.
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- W2079017812 date "2013-10-01" @default.
- W2079017812 modified "2023-09-26" @default.
- W2079017812 title "Coupled-Worlds Privacy: Exploiting Adversarial Uncertainty in Statistical Data Privacy" @default.
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- W2079017812 doi "https://doi.org/10.1109/focs.2013.54" @default.
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