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Efficient privacy-preserving group-nearest-neighbor queries with the presence of active adversaries

机译:在存在活跃对手的情况下进行有效的隐私保护组最近邻居查询

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摘要

Location-based services (LBSs) allow users to ask location-dependent queries and receive information based on their location. A group of users can send a group-nearest-neighbor (GNN) query in order to receive a Point Of Interest (POI). This POI in turn shows a point which is the minimum distance from all members of the group. To benefit from these services, it is important to preserve the location privacy of each group user from others in the group (Intragroup location privacy) as well as from anyone outside of the group, including the LBS, (Intergroup location privacy). It may also be necessary to protect the location privacy of the resulting POI from the LBS and other possible attackers. In this paper, we propose two different privacy-preserving protocols for finding the exact answer to a GNN query among a set of returned POIs. The first protocol assumes a semi-honest model while the second one works in a malicious model. The proposed protocols are based on the Anonymous Veto network and Burmester-Desmedt key establishment protocols. The security analysis shows that the proposed protocols provide both Intragroup and Intergroup location privacy; they also protect the location privacy of the resulting POI and are resistant to collusion and multi-point aggregate distance attacks. The performed analyses indicate that they incur a constant computation cost per user and are efficient in terms of computation and communication costs.
机译:基于位置的服务(LBS)允许用户提出与位置有关的查询,并根据其位置接收信息。一组用户可以发送组最近邻居(GNN)查询,以接收兴趣点(POI)。该POI依次显示了一个点,该点是距组中所有成员的最小距离。为了从这些服务中受益,重要的是要保持每个组用户的位置隐私与组内其他用户(组内位置隐私)以及组外的任何人(包括LBS)(组间位置隐私)。可能还需要保护所得的POI的位置隐私免受LBS和其他可能的攻击者的侵害。在本文中,我们提出了两种不同的隐私保护协议,用于在一组返回的POI中找到GNN查询的确切答案。第一个协议采用半诚实的模型,而第二个协议则在恶意模型中起作用。提议的协议基于匿名否决权网络和Burmester-Desmedt密钥建立协议。安全分析表明,所提出的协议提供了组内和组间位置隐私。它们还可以保护生成的POI的位置隐私,并且可以抵抗串通和多点聚集距离攻击。进行的分析表明,它们为每个用户带来了恒定的计算成本,并且在计算和通信成本方面非常有效。

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