论文标题
信息理论方法的差异隐私方法
Information-Theoretic Approaches to Differential Privacy
论文作者
论文摘要
该教程通过使用几篇选择性文章研究差异隐私与各种信息理论措施之间的关系。特别是，我们介绍了这些连接如何为在信息理论框架中部署差异隐私的系统中的隐私保证提供新的解释。为此，教程提供了有关现有文献的大量摘要，该摘要利用信息理论措施和工具，例如相互信息，最小信息，kullback-leibler差异和速率延伸功能，以量化各种环境中的差异隐私。
This tutorial studies relationships between differential privacy and various information-theoretic measures by using several selective articles. In particular, we present how these connections can provide new interpretations for the privacy guarantee in systems that deploy differential privacy in an information-theoretic framework. To this end, the tutorial provides an extensive summary on the existing literature that makes use of information-theoretic measures and tools such as mutual information, min-entropy, Kullback-Leibler divergence and rate-distortion function for quantification and characterization of differential privacy in various settings.
