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Privacy-preserving aggregation of time-series data

机译:时序数据的隐私保护聚合

摘要

A private stream aggregation (PSA) system contributes a user's data to a data aggregator without compromising the user's privacy. The system can begin by determining (302) a private key for a local user in a set of users, wherein the sum of the private keys associated with the set of users and the data aggregator is equal to zero. The system also selects a set of data values associated with the local user. Then, the system encrypts individual data values in the set based in part on the private key to produce a set of encrypted data values, thereby allowing the data aggregator to decrypt an aggregate value across the set of users without decrypting individual data values associated with the set of users, and without interacting with the set of users while decrypting the aggregate value. The system also sends (308) the set of encrypted data values to the data aggregator.
机译:专用流聚合(PSA)系统将用户的数据贡献给数据聚合器,而不会损害用户的隐私。该系统可以通过确定(302)一组用户中的本地用户的私钥开始,其中与该组用户和数据聚合器相关联的私钥的总和等于零。系统还选择与本地用户关联的一组数据值。然后,系统部分地基于私钥对集合中的单个数据值进行加密,以生成一组加密的数据值,从而使数据聚合器可以在整个用户集中解密聚合值,而无需解密与加密相关联的单个数据值。用户集,并且在解密聚合值时无需与用户集进行交互。该系统还将加密数据值的集合发送(308)到数据聚合器。

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