censoredVarianceEstimate: Censored variance estimate
In schwenzfeier/udp: Statistically Useful Differential Privacy
Description
Usage
Arguments
Value
Description
Estimates the variance of \hat θ^{dp}.
Usage
1
2
censoredVarianceEstimate(theta, a_1, a_2, lambda, theta_noise, sigma, P,
censoring_side)
Arguments
theta
Mean of censored QOI returned from BLB with dp noise added
a_1
DP proportion of partitions censored on the left
a_2
DP proportion of partitions censored on the right
lambda
Bounding parameter
sigma
Estimated variance of BLB partitions
P
Number of partitions
censoring_side
Indicator for which side or both censoring occurred
Value
var
Variance estimate of theta_hat_dp
schwenzfeier/udp documentation built on April 1, 2021, 3:39 a.m.
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Description Usage Arguments Value
Description
Estimates the variance of \hat θ^{dp}.
Usage
1 2 | censoredVarianceEstimate(theta, a_1, a_2, lambda, theta_noise, sigma, P,
censoring_side)
|
Arguments
theta |
Mean of censored QOI returned from BLB with dp noise added |
a_1 |
DP proportion of partitions censored on the left |
a_2 |
DP proportion of partitions censored on the right |
lambda |
Bounding parameter |
sigma |
Estimated variance of BLB partitions |
P |
Number of partitions |
censoring_side |
Indicator for which side or both censoring occurred |
Value
var |
Variance estimate of theta_hat_dp |
R Package Documentation
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