An interval that accounts for the mechanism's own variance

Combines the sampling variance with the noise variance of the Laplace mechanism.

Usage

morie_private_ci(value, sensitivity, epsilon, se, seed = 0, level = 1.96)

Arguments

value, se

Non-private value and standard error.

sensitivity, epsilon

Privacy parameters.

seed

Seed for the shared generator.

level

Z-quantile (default 1.96).

Value

A list with estimate, se_private, se_sampling, ci, width_ratio, epsilon.

Examples

morie_private_ci(value = 42.3, sensitivity = 1, epsilon = 0.5, se = 1.2, seed = 1)[c("se_private", "se_sampling", "ci")]
#> $se_private
#> [1] 3.072458
#> 
#> $se_sampling
#> [1] 1.2
#> 
#> $ci
#> [1] 36.56370 48.60773
#>