标题： 以披露风险角度解释差分隐私 显示英文标题

标题： Interpreting Differential Privacy in Terms of Disclosure Risk

摘要： 随着差分隐私（DP）的使用变得普遍，开发有效的工具来推理隐私保证变得越来越关键。 在追求这一目标的过程中，我们展示了DP与统计披露风险度量之间的新关系。 我们建议专家和非专家如何利用这些结果来解释DP保证，解释DP组合定理，选择和证明隐私参数，并确定最坏情况对手先验概率。 显示英文摘要

摘要： As the use of differential privacy (DP) becomes widespread, the development of effective tools for reasoning about the privacy guarantee becomes increasingly critical. In pursuit of this goal, we demonstrate novel relationships between DP and measures of statistical disclosure risk. We suggest how experts and non-experts can use these results to explain the DP guarantee, interpret DP composition theorems, select and justify privacy parameters, and identify worst-case adversary prior probabilities.