Differentially Private Statistical Analysis and Machine Learning


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Documentation for package ‘DPpack’ version 0.0.11

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covDP Differentially Private Covariance
ExponentialMechanism Exponential Mechanism
GaussianMechanism Gaussian Mechanism
histogramDP Differentially Private Histogram
LaplaceMechanism Laplace Mechanism
LinearRegressionDP Privacy-preserving Linear Regression
LogisticRegressionDP Privacy-preserving Logistic Regression
meanDP Differentially Private Mean
medianDP Differentially Private Median
pooledCovDP Differentially Private Pooled Covariance
pooledVarDP Differentially Private Pooled Variance
quantileDP Differentially Private Quantile
sdDP Differentially Private Standard Deviation
svmDP Privacy-preserving Support Vector Machine
tableDP Differentially Private Contingency Table
tune_classification_model Privacy-preserving Hyperparameter Tuning for Binary Classification Models
tune_linear_regression_model Privacy-preserving Hyperparameter Tuning for Linear Regression Models
varDP Differentially Private Variance