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How to act without being observed: Progressive privacy architecture in desktop-as-a-service

机译:如何在不被观察的情况下采取行动:桌面即服务中的渐进式隐私体系结构

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摘要

This paper describes the design, implementation and experimental evaluation of a progressive privacy solution for a DaaS system. Progressive privacy is a privacy preserving model which can be configurable (possibly on-demand) by a user not only quantitatively but rather qualitatively. The user can discriminate what type of information must be preserved and to what extent, according to her/his desired profiles of privacy. A lightweight client-side proxy named Hedge Proxy has been designed such that non-intelligible user contents and non-traceable user actions are guaranteed by enabling homomorphic encryption, oblivious transfer and query obfuscation schemes in the proxy. The paper also proposes an implementation and evaluation of the Hedge Proxy based on a specific DaaS environment developed at the University of Rome and called Virtual Distro Dispatcher (VDD). Results of such evaluation are discussed and aim at assessing the performances experienced by users of VDD against the progressive privacy achievements that can be obtained. As expected, the perceived client performances when using VDD highly decrease when augmenting the level of privacy protection (e.g., using large key encryption size, high obfuscation density). Nevertheless, experiments show that for light encrypted data streams the system can reach fair level of privacy with small keys without significantly deteriorating user experienced performances.
机译:本文介绍了DaaS系统渐进式隐私解决方案的设计,实现和实验评估。渐进式隐私是一种隐私保护模型,用户不仅可以定量地而且可以定性地对其进行配置(可能是按需配置)。用户可以根据其所需的隐私配置文件来区分必须保留哪种类型的信息以及保留到何种程度。设计了一个名为Hedge Proxy的轻量级客户端代理,通过启用代理中的同态加密,遗忘的传输和查询混淆方案,可以确保无法理解的用户内容和不可追踪的用户操作。本文还根据在罗马大学开发的特定DaaS环境(称为虚拟分发服务器(VDD)),提出了对冲代理的实现和评估。讨论了这种评估的结果,旨在评估VDD用户针对可获得的渐进式隐私成就所体验的性能。如预期的那样,当使用VDD时,当增强隐私保护级别时(例如,使用较大的密钥加密大小,较高的混淆密度),客户端的性能会大大降低。尽管如此,实验表明,对于轻度加密的数据流,系统可以使用小密钥达到合理的隐私级别,而不会显着降低用户体验的性能。

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