I. Introduction
Given the recent exploitation of social media data, data privacy on social media is a growing concern. While some users share significant amounts of personal information, others share very little. However, even with limited amounts of sharing, users may still have high levels of exposure because of available background knowledge. Our goal is to understand the impact of background knowledge on data privacy.