dpCovariance-class: Differentially private covariance matrix

In privacytoolsproject/PSI-Library: Differentially Private Statistical Releases for Privacy Preservation

Description

Differentially private covariance matrix

Fields

epsilon

Vector of epsilon values where the ith epsilon will be used for the ith covariance calculation in flattened lower triangle of covariance matrix. (The flattened output corresponds to the covariance matrix by proceeding proceeding top-to-bottom down each column of the lower triangular matrix including the diagonal.)

accuracy

Single accuracy value that will be used to compute each epsilon for each individual covariance calculation in the covariance matrix.

globalEps

Global epsilon to be split between all of the covariance calculations

epsilonDist

Vector of percentages (valued 0 to 1) that describes how global epsilon globalEps should be split for each covariance calculation.

accuracyVals

Vector of accuracy values where the ith accuracy will be used for the ith covariance calculation in flattened lower triangle of covariance matrix. (The flattened output corresponds to the covariance matrix by proceeding proceeding top-to-bottom down each column of the lower triangular matrix including the diagonal.)

formula

R formula for regression models

privacytoolsproject/PSI-Library documentation built on Feb. 17, 2020, 2:03 p.m.