Construct · 1 fields · 1 citations

privacy amplification by shuffling: a standalone construct

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privacy amplificationby shuffling1 CONSTRUCTPrivacy amplification byERLINGSSON · PRIVACY-ENHANCING

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Privacy-enhancing computation

the result that randomly permuting locally privatized reports before analysis gives much stronger central differential privacy guarantees.

In privacy-enhancing computation, privacy amplification by shuffling refers to the result that randomly permuting locally privatized reports before analysis gives much stronger central differential privacy guarantees. This meaning comes from Erlingsson (2019) in Proceedings of the Thirtieth Annual ACM-SIAM Symposium on Discrete Algorithms.[1]

Unit
Recovery means
Measured by

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Nearby constructs

amplification4 fields · 4 citationsjingle · one word, four constructsprivacy3 fields · 3 citationsjingle · one word, three carriers

References

  1. Erlingsson, Ú., Feldman, V., Mironov, I., Raghunathan, A., Talwar, K., & Thakurta, A. (2019). Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity. In Proceedings of the Thirtieth Annual ACM-SIAM Symposium on Discrete Algorithms (pp. 2468-2479). Society for Industrial and Applied Mathematics. https://doi.org/10.1137/1.9781611975482.151

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