In this paper we present the Sampling Privacy mechanism for privately releasing personal data. Sampling Privacy is a sampling based privacy mechanism that satisfies differential privacy.
Check out secure aggregation protocols: https://en.wikipedia.org/wiki/Secure_multi-party_computation, https://research.google/pubs/pub45808/, also https://arxiv.org/pdf/1708.01884.pdf.
" The proper way is: you flip a coin, if it comes up heads, you say the truth, otherwise you say whatever you want." Saying "whatever you want" will incur a very large sampling error, especially as the population of those saying whatever increases. What is needed is a notion of…
Check out secure aggregation protocols: https://en.wikipedia.org/wiki/Secure_multi-party_computation, https://research.google/pubs/pub45808/, also https://arxiv.org/pdf/1708.01884.pdf.
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