Bounding, Concentrating, and Truncating: Unifying Privacy Loss Composition for Data Analytics

Mark Cesar, Ryan Rogers

Differential privacy (DP) provides rigorous privacy guarantees on individual's data while also allowing for accurate statistics to be conducted on the overall, sensitive dataset. T…