一种新的时间序列数据隐私保护聚合框架

Fabrice Benhamouda, M. Joye, Benoît Libert
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引用次数: 49

摘要

聚合无关加密是Shi等人在2011年提出的一个有用的概念,它允许不受信任的聚合器定期计算一组用户提供的加密数据的聚合值。这种加密方案有许多应用,特别是在保护隐私的智能计量环境中。本文提出了一个通用框架,用于使用Cramer-Shoup的光滑投影散列范式的一种变体来构建保护隐私的聚合器无关加密方案。这种抽象导致了基于各种复杂性假设的新方案。它还改进了现有结构,提供了具有更短密文和更好加密时间的方案。
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A New Framework for Privacy-Preserving Aggregation of Time-Series Data
Aggregator-oblivious encryption is a useful notion put forward by Shi et al. in 2011 that allows an untrusted aggregator to periodically compute an aggregate value over encrypted data contributed by a set of users. Such encryption schemes find numerous applications, particularly in the context of privacy-preserving smart metering. This article presents a general framework for constructing privacy-preserving aggregator-oblivious encryption schemes using a variant of Cramer-Shoup’s paradigm of smooth projective hashing. This abstraction leads to new schemes based on a variety of complexity assumptions. It also improves upon existing constructions, providing schemes with shorter ciphertexts and better encryption times.
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来源期刊
ACM Transactions on Information and System Security
ACM Transactions on Information and System Security 工程技术-计算机:信息系统
CiteScore
4.50
自引率
0.00%
发文量
0
审稿时长
3.3 months
期刊介绍: ISSEC is a scholarly, scientific journal that publishes original research papers in all areas of information and system security, including technologies, systems, applications, and policies.
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