Secure cloud storage is an issue of paramount importance that both businesses and end-users should take into consideration before moving their data to, potentially, untrusted clouds. Migrating data to the cloud raises multiple privacy issues, as they are completely controlled by a cloud provider. Hence, an untrusted cloud provider can potentially breach users; privacy and gain access to sensitive information. The problem becomes even more pronounced when the could provider is required to store a statistical database and periodically publish analytics. In this work, we first present a detailed example showing that the use of cryptography is not enough to ensure the privacy of individuals. Then, we design a hybrid protocol based on Functional Encryption and Differential Privacy that allows the computations of statistics in a privacy-preserving way.
翻译:安全云存储是一个极为重要的问题,企业和终端用户在将其数据移到潜在不信任的云层之前都应考虑这一问题。 将数据移到云层会引起多个隐私问题,因为这些问题完全由云源提供方控制。 因此,一个不信任的云端提供方可能会破坏用户;侵犯隐私并获取敏感信息。当可能提供方需要存储统计数据库并定期发布分析时,问题就变得更加突出。 在这项工作中,我们首先提出一个详细的例子,表明加密法的使用不足以确保个人的隐私。 然后,我们设计了一个基于功能加密和差异隐私的混合协议,允许以保密方式计算统计数据。