ABSyn: An Accurate Differentially Private Data Synthesis Scheme with Adaptive Selection and Batch Processes

Introduction

ABSyn: An Accurate Differentially Private Data Synthesis Scheme with Adaptive Selection and Batch Processes. ABSynis a differentially private data synthesis scheme that takes a tabular dataset as input and outputs a synthetic dataset in the same format.

Install ABSyn

The code can be executed in Python 3.6.9.

The dependencies of this project can be installed with pip as follows:

$ pip install -r requirements.txt

Additionally, you have to add the src folder to the PYTHONPATH. If you are using Ubuntu, add the following line to your .bashrc file: PYTHONPATH=$PYTHONPATH:/path/to/ABSyn/src

Once this is done, test the scheme by the following code:

$ python ABSyn.py