Differential Privacy at Risk: Bridging Randomness and Privacy Budget
Ashish Dandekar, Basu Debabrota, Bressan Stéphane · DOAJ (DOAJ: Directory of Open Access Journals) · 2021
The calibration of noise for a privacy-preserving mechanism depends on the sensitivity of the query and the prescribed privacy level. A data steward must make the non-trivial choice of a privacy level that balances the requirements of users and the monetary constraints of the business entity.