Differential Privacy

3 articles · Latest June 27, 2025

Flavio Hafner·Jun 27, 2025

Empirically evaluating privacy in machine learning I: Introduction

Research in the social and health sciences often relies on accessing data sourced from statistical agencies or healthcare organizations. Such data sets contain sensitive informatio...

Flavio Hafner·Jun 17, 2025

Empirically evaluating privacy in machine learning II: Hypothesis testing

Using statistics to think like a hacker, so we can avoid them! Image from page 182 of “Elements of statistics” (1954). Licensed under creative commons.This post is the second in a...

Flavio Hafner·Jun 17, 2025

Empirically evaluating privacy in machine learning III: functional & gaussian differential privacy

1 Using statistics to think like a hacker, so we can avoid them! The Greek letter lambda, symbol of functional programming.This post is the third in a series on differential privac...

Differential Privacy

Empirically evaluating privacy in machine learning I: Introduction

Empirically evaluating privacy in machine learning II: Hypothesis testing

Empirically evaluating privacy in machine learning III: functional &amp; gaussian differential privacy

Empirically evaluating privacy in machine learning III: functional & gaussian differential privacy