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capefm's Introduction

Decentralied Differentially Private Functional Mechanism (capeFM)

This repository includes MATLAB implementation of the capeFM algorithm that can achieve the same utility as the pooled-data scenario in an honest-but-curious model. Please see the original paper: https://arxiv.org/abs/1904.10059

The repository contains the codes for the following:

  • common functions -- necessary functions
  • datasets -- synthetic and real datasets used for the simulations
  • plots -- codes for generating plots from saved results
  • vs delta -- codes for variation of performance with $$\delta$$
  • vs epsilon -- codes for variation of performance with $$\epsilon$$
  • vs samples -- codes for variation of performance with number of samples

Feedback

Please send bug reports, comments, or questions to Hafiz Imtiaz. Contributions and extentions with new algorithms are welcome.

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