machine learning

Empirically evaluating privacy in machine learning I: Introduction

The first in a series of blog posts on machine learning and privacy.

Representation learning on population registry data

Training vector representations on Dutch registry data.

Empirical Privacy Evaluations of Generative and Predictive Machine Learning Models -- A review and challenges for practice

We review the empirical testing of privacy in machine learning. We discuss whether and how these tests could be used when evaluating generative algorithms for deployment at statistical agencies and in the health care system.