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Internet Traffic Privacy Enhancement with Masking: Optimization and Tradeoffs

机译:具有屏蔽功能的Internet流量隐私增强:优化和权衡

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An increasing number of recent experimental works have demonstrated that the supposedly secure channels in the Internet are prone to privacy breaking under many respects, due to packet traffic features leaking information on the user activity and traffic content. We aim at understanding if and how complex it is to obfuscate the information leaked by packet traffic features, namely packet lengths, directions, and times: we call this technique traffic masking. We define a security model that points out what the ideal target of masking is, and then define the optimized traffic masking algorithm that removes any leaking (full masking). Further, we investigate the tradeoff between traffic privacy protection and masking cost, namely required amount of overhead and realization complexity/feasibility. Numerical results are based on measured Internet traffic traces. Major findings are that: 1) optimized full masking achieves similar overhead values with padding only and in case fragmentation is allowed, and 2) if practical realizability is accounted for, optimized statistical masking attains only moderately better overhead than simple fixed pattern masking does, while still leaking correlation information that can be exploited by the adversary.
机译:越来越多的最新实验工作表明,由于数据包流量功能泄漏了有关用户活动和流量内容的信息,互联网上所谓的安全通道在许多方面都倾向于破坏隐私。我们旨在了解混淆由分组流量特征(即分组长度,方向和时间)泄漏的信息是否复杂以及复杂程度:我们称这种技术为流量屏蔽。我们定义一个安全模型,指出理想的屏蔽目标是什么,然后定义优化的流量屏蔽算法,以消除任何泄漏(完全屏蔽)。此外,我们研究了交通隐私保护与掩蔽成本(即所需的开销量和实现的复杂性/可行性)之间的权衡。数值结果基于测量的Internet流量跟踪。主要发现是:1)优化的全掩蔽仅通过填充并允许分段的情况下实现类似的开销值,以及2)如果考虑到实际可实现性,则优化的统计掩蔽仅比简单的固定模式掩膜获得适度更好的开销,而仍然泄漏了可以被对手利用的相关信息。

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