Returns f(D) + Lap(sensitivity/epsilon) from the shared
generator so the R and Python arms produce the same noise.
Usage
morie_private_release(value, sensitivity, epsilon, seed = 0)
Arguments
- value
The (non-private) output to release.
- sensitivity
Positive l1 sensitivity of f.
- epsilon
Privacy parameter.
- seed
Seed for the shared generator.
Value
A list with the released value, the noise, the scale, the
noise variance, and the epsilon.
Examples
morie_private_release(value = 120, sensitivity = 1, epsilon = 0.5, seed = 1)[c("released", "scale")]
#> $released
#> [1] 120.2857
#>
#> $scale
#> [1] 2
#>
