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DPpack

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Version

Install

install.packages('DPpack')

Monthly Downloads

257

Version

0.2.2

License

GPL-3 | file LICENSE

Maintainer

Spencer Giddens

Last Published

October 20th, 2024

Functions in DPpack (0.2.2)

WeightedERMDP.CMS

Privacy-preserving Weighted Empirical Risk Minimization
LogisticRegressionDP

Privacy-preserving Logistic Regression
LaplaceMechanism

Laplace Mechanism
ExponentialMechanism

Exponential Mechanism
covDP

Differentially Private Covariance
GaussianMechanism

Gaussian Mechanism
LinearRegressionDP

Privacy-preserving Linear Regression
calibrateAnalyticGaussianMechanism

Calibrate Analytic Gaussian Mechanism
EmpiricalRiskMinimizationDP.CMS

Privacy-preserving Empirical Risk Minimization for Binary Classification
EmpiricalRiskMinimizationDP.KST

Privacy-preserving Empirical Risk Minimization for Regression
generate.sampling

Generator for Sampling Distribution Function for Gaussian Kernel
covDataAccess

Differentially Private Covariance Data Access Function
loss.gr.squared.error

Squared error Loss Function Gradient
generate.loss.gr.huber

Generator for Huber Loss Function Gradient
loss.squared.error

Squared Error Loss Function
loss.cross.entropy

Cross Entropy Loss Function
generate.loss.huber

Generator for Huber Loss Function
meanDP

Differentially Private Mean
histogramDP

Differentially Private Histogram
histogramDataAccess

Differentially Private Histogram Data Access Function
loss.gr.cross.entropy

Cross Entropy Loss Function Gradient
mapXy.gr.linear

Linear Map Function Gradient
mapXy.gr.sigmoid

Sigmoid Map Function Gradient
mapXy.sigmoid

Sigmoid Map Function
pooledCovDP

Differentially Private Pooled Covariance
mapXy.linear

Linear Map Function
pooledCovDataAccess

Differentially Private Pooled Covariance Data Access Function
quantileDP

Differentially Private Quantile
quantileDataAccess

Differentially Private Quantile Data Access Function
medianDP

Differentially Private Median
phi.gaussian

Transform Function for Gaussian Kernel Approximation
regularizer.gr.l2

l2 Regularizer Gradient
regularizer.l2

l2 Regularizer
tableDataAccess

Differentially Private Contingency Table Data Access Function
tableDP

Differentially Private Contingency Table
varDP

Differentially Private Variance
varDataAccess

Differentially Private Variance Data Access Function
meanDataAccess

Differentially Private Mean Data Access Function
svmDP

Privacy-preserving Support Vector Machine
pooledVarDP

Differentially Private Pooled Variance
tune_classification_model

Privacy-preserving Hyperparameter Tuning for Binary Classification Models
sdDP

Differentially Private Standard Deviation
tune_linear_regression_model

Privacy-preserving Hyperparameter Tuning for Linear Regression Models
pooledVarDataAccess

Differentially Private Pooled Variance Data Access Function