High-Performance Open-Source Archive
bernstein on: Bernstein approximations
and use of DPMechBernstein for private function
release.S3 constructor and predict()
generic implementation for fitting (non-iterated) Bernstein polynomial
function approximations.DPMechBernstein class implementing the
Bernstein mechanism of Alda and Rubinstein (AAAI’2017), for privately
releasing functions.DPMechLaplaceDPMechGaussian class for the generic
Gaussian mechanism to README, Vignette. Resolves #2releaseResponse() method in
DPMechNumeric. Resolves #1DPMechGaussian class implementing the Gaussian
mechanism, which achieves (epsilon,delta)-differential privacy by adding
Gaussian noise to numeric responses calibrated by L2-norm
sensitivity.DPMechGaussian and
DPMechLaplace underneath a new VIRTUAL class
DPMechNumeric which contains common methods,
dims slot (formerly dim changed because
dim is a special slot for S4).DPMechLaplace objects can now be initialized without
specifying non-private target response dim. In
such cases, the sensitivity sampler will perform an additional
target probe to determine dim.
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