Matches in SemOpenAlex for { <https://semopenalex.org/work/W2899386664> ?p ?o ?g. }
- W2899386664 abstract "The behavior of a differentially private system is governed by a parameter epsilon which sets a balance between protecting the privacy of individuals and returning accurate results. While a system owner may use a number of heuristics to select epsilon, existing techniques may be unresponsive to the needs of the users who's data is at risk. A promising alternative is to allow users to express their preferences for epsilon. In a system we call epsilon voting, users report the parameter values they want to a chooser mechanism, which aggregates them into a single value. We apply techniques from mechanism design to ask whether such a chooser mechanism can itself be truthful, private, anonymous, and also responsive to users. Without imposing restrictions on user preferences, the only feasible mechanisms belong to a class we call randomized dictatorships with phantoms. This is a restrictive class in which at most one user has any effect on the chosen epsilon. On the other hand, when users exhibit single-peaked preferences, a broader class of mechanisms - ones that generalize the median and other order statistics - becomes possible." @default.
- W2899386664 created "2018-11-09" @default.
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- W2899386664 date "2018-09-01" @default.
- W2899386664 modified "2023-09-25" @default.
- W2899386664 title "Epsilon Voting: Mechanism Design for Parameter Selection in Differential Privacy" @default.
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- W2899386664 doi "https://doi.org/10.1109/pac.2018.00009" @default.
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