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Outsourced Private Set Intersection Cardinality with Fully Homomorphic Encryption

机译:具有完全同态加密的外包专用集交叉点基数

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Cloud database services have attracted considerable interest with the increase in the amount of data to be analyzed. Delegating data management to cloud services, however, causes security and privacy issues because cloud services are not always trustable. In this study, we address the problem of answering join queries across outsourced private datasets while maintaining data confidentiality. We particularly consider a scenario in which two data owners each own a set of elements and a querier asks the cloud to perform join operations to obtain the size of the common elements in the two datasets. To process the join operations without revealing the contents of data to the cloud, we propose two protocols, a basic protocol and a querier-friendly protocol, which adopt a functionality of outsourced private set intersection cardinality (OPSI-CA) with fully homomorphic encryption (FHE) and bloom filters. The querier-friendly protocol achieves a reduction in communication and computation costs for the querier. Our experimental results show that it takes 436 s for the basic protocol and 298 s for the querier-friendly protocol to execute the join query on the two datasets with 100 elements each. The novelty of this study is that our protocols are the first approaches for outsourced join operations adopting FHE.
机译:随着要分析的数据量的增加,云数据库服务引起了极大的兴趣。但是,将数据管理委派给云服务会导致安全和隐私问题,因为云服务并不总是可信赖的。在这项研究中,我们解决了跨外包私有数据集回答联接查询的问题,同时保持了数据的机密性。我们特别考虑一种场景,其中两个数据所有者各自拥有一组元素,而查询者要求云执行联接操作以获取两个数据集中的公共元素的大小。为了在不将数据内容泄露到云的情况下处理联接操作,我们提出了两种协议,即基本协议和查询器友好协议,它们采用具有完全同态加密的外包私有集交集基数(OPSI-CA)功能( FHE)和布隆过滤器。查询器友好协议可降低查询器的通信和计算成本。我们的实验结果表明,基本协议耗时436 s,查询友好协议耗时298 s,需要对两个数据集分别具有100个元素的数据执行联接查询。这项研究的新颖之处在于,我们的协议是采用FHE的外包联接操作的第一种方法。

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