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Feasibility of Homomorphic Encryption for Sharing I2B2 Aggregate-Level Data in the Cloud

机译:同态加密在云中共享I2B2聚合级数据的可行性

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摘要

The biomedical community is lagging in the adoption of cloud computing for the management of medical data. The primary obstacles are concerns about privacy and security. In this paper, we explore the feasibility of using advanced privacy-enhancing technologies in order to enable the sharing of sensitive clinical data in a public cloud. Our goal is to facilitate sharing of clinical data in the cloud by minimizing the risk of unintended leakage of sensitive clinical information. In particular, we focus on homomorphic encryption, a specific type of encryption that offers the ability to run computation on the data while the data remains encrypted. This paper demonstrates that homomorphic encryption can be used efficiently to compute aggregating queries on the ciphertexts, along with providing end-to-end confidentiality of aggregate-level data from the i2b2 data model.
机译:生物医学界在采用云计算来管理医学数据方面滞后。主要障碍是对隐私和安全的关注。在本文中,我们探索了使用高级隐私增强技术的可行性,以便能够在公共云中共享敏感的临床数据。我们的目标是通过最大程度地减少敏感临床信息意外泄漏的风险,促进在云中共享临床数据。特别是,我们专注于同态加密,这是一种特定类型的加密,它提供了在数据保持加密的同时对数据进行计算的能力。本文证明同态加密可以有效地用于计算对密文的聚合查询,并提供来自i2b2数据模型的聚合级数据的端到端机密性。

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