Optimal Utility-Privacy Trade-Off With Total Variation Distance as a Privacy Measure

The total variation distance is proposed as a privacy measure in an information disclosure scenario when the goal is to reveal some information about available data in return of utility, while retaining the privacy of certain sensitive latent variables from the legitimate receiver. The total variation distance is introduced as a measure of privacy leakage by showing that: 1) it satisfies the post-...