{"repo":"statice/anonymeter","free":true,"listed":false,"github":"https://github.com/statice/anonymeter","clone":"git clone https://github.com/statice/anonymeter.git","description":"A Unified Framework for Quantifying Privacy Risk in Synthetic Data according to the GDPR","language":"Jupyter Notebook","stars":108,"topics":["gdpr","privacy","synthetic-data"],"license":null,"category":"machine-learning","readme_excerpt":"Anonymeter: Unified Framework for Quantifying Privacy Risk in Synthetic Data Anonymeter is a unified statistical framework to jointly quantify different types of privacy risks in synthetic tabular datasets. Anonymeter is equipped with attack-based evaluations for the Singling Out , Linkability , and Inference risks, which are the three key indicators of factual anonymization according to the Article 29 Working Party. Anonymeter has been positively reviewed by the technical experts from the Commission Nationale de l’Informatique et des Libertés (CNIL) which, in their words, “have not identified any reason suggesting that the proposed set of methods could not allow to effectively evaluate the extent to which the aforementioned three criteria are fulfilled or not in the context of production and use of synthetic datasets” . The CNIL also expressed the opinion that the results of Anonymeter (i.e. the three risk scores) should be used by the data controller to decide whether the residual risks of re-identification are acceptable or not, and whether the dataset could be considered anonymous . Here you can find the full letter with the CNIL opinion on Anonymeter. Anonymeter in a nutshell In Anonymeter each privacy risk is derived from a privacy attacker whose task is to use the synthetic dataset to come up with a set of guesses of the form: - \"there is only one person with attributes X, Y, and Z\" (singling out) - \"records A and B belong to the same person\" (linkability) - \"a person ","default_branch":null,"files":null,"tree":[],"storefront":"/r/statice","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/statice/anonymeter/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}