"Am I Private and If So, how Many?" - Communicating Privacy Guarantees of Differential Privacy with Risk Communication Formats. (arXiv:2208.10820v1 [cs.HC])

Decisions about sharing personal information are not trivial, since there are
many legitimate and important purposes for such data collection, but often the
collected data can reveal sensitive information about individuals.
Privacy-preserving technologies, such as differential privacy (DP), can be
employed to protect the privacy of individuals and, furthermore, provide
mathematically sound guarantees on the maximum privacy risk. However, they can
only support informed privacy decisions, if individuals understand the provided
privacy guarantees. This article proposes a novel approach for …

communication differential privacy privacy risk