Differential Privacy at Risk: Bridging Randomness and Privacy Budget

Ashish Dandekar, Debabrota Basu, Stephane Bressan

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 choic…