SRide: A Privacy-Preserving Ridesharing System

U. Aïvodji, Kévin Huguenin, Marie-José Huguet, M. Killijian
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引用次数: 42

Abstract

Ridesharing, in which drivers offer to share their rides, allows reduction of travel costs for both drivers and riders; such practice is increasingly popular. Modern ridesharing systems, enhanced with location-based features, have improved user experience by enabling drivers and riders to arrange a trip in near real time. However, the fine-grained nature of location data collected by the service providers and exchanged between users raises privacy issues that could disrupt the adoption of such systems. In this paper, we present SRide: a privacy-preserving protocol for ridesharing that addresses the matching problem for dynamic ridesharing systems. We design and implement a prototype of SRide that operates in four steps. First, it generalizes users spatiotemporal data of users. Next, it relies on a secure filtering protocol to compute feasible matches. Then, it uses an improved version of Priv-2SP-SP- a privacy-preserving protocol to compute meeting points for ridesharing- to compute a ridesharing score for each feasible pair. Finally, it computes the optimal assignment of drivers and riders based on their ridesharing scores. We conduct an experimental trace-driven evaluation of the proposed scheme to demonstrate its practical feasibility.
SRide:一个保护隐私的拼车系统
拼车,即司机提供拼车服务,可以降低司机和乘客的出行成本;这种做法越来越流行。现代拼车系统增强了基于位置的功能,使司机和乘客能够近乎实时地安排行程,从而改善了用户体验。然而,服务提供商收集并在用户之间交换的位置数据的细粒度特性引发了隐私问题,可能会破坏此类系统的采用。在本文中,我们提出了SRide:一个用于拼车的隐私保护协议,它解决了动态拼车系统的匹配问题。我们设计并实现了一个SRide的原型,它分四个步骤运行。首先,对用户的时空数据进行概化。其次,它依赖于一个安全过滤协议来计算可行的匹配。然后,它使用改进版本的privi - 2sp - sp(一种用于计算拼车会合点的隐私保护协议)来计算每个可行对的拼车得分。最后,根据司机和乘客的拼车得分计算出他们的最优分配。我们对所提出的方案进行了实验跟踪驱动评估,以证明其实际可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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