An Information Geometric Approach to Local Information Privacy with Applications to Max-lift and Local Differential Privacy

Amirreza Zamani, Parastoo Sadeghi, Mikael Skoglund

We study an information-theoretic privacy mechanism design, where an agent observes useful data $Y$ and wants to reveal the information to a user. Since the useful data is correlat…