Tianrui Xiao

Maximal Information Leakage based Privacy Preserving Data Disclosure Mechanisms

2019 · arXiv (Cornell University)

It is often necessary to disclose training data to the public domain, while protecting privacy of certain sensitive labels. We use information theoretic measures to develop such privacy preserving data disclosure mechanisms. Our mechanism involves …