Privacy and Data Balkanization: Circumventing the Barriers

Bernardo A. Huberman, Tad Hogg
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Abstract

The rapid growth in digital data forms the basis for a wide range of new services and research, e.g, large-scale medical studies. At the same time, increasingly restrictive privacy concerns and laws are leading to significant overhead in arranging for sharing or combining different data sets to obtain these benefits. For new applications, where the benefit of combined data is not yet clear, this overhead can inhibit organizations from even trying to determine whether they can mutually benefit from sharing their data. In this paper, we discuss techniques to overcome this difficulty by employing private information transfer to determine whether there is a benefit from sharing data, and whether there is room to negotiate acceptable prices. These techniques involve cryptographic protocols. While currently considered secure, these protocols are potentially vulnerable to the development of quantum technology, particularly for ensuring privacy over significant periods of time into the future. To mitigate this concern, we describe how developments in practical quantum technology can improve the security of these protocols.
隐私和数据巴尔干化:规避障碍
数字数据的迅速增长为各种新服务和研究(例如大规模医学研究)奠定了基础。与此同时,越来越严格的隐私问题和法律导致在安排共享或组合不同数据集以获得这些好处方面产生了巨大的开销。对于合并数据的好处尚不清楚的新应用程序,这种开销甚至会阻止组织尝试确定它们是否可以从共享数据中获益。在本文中,我们讨论了克服这一困难的技术,通过使用私人信息传输来确定共享数据是否有好处,以及是否有谈判可接受价格的空间。这些技术涉及加密协议。虽然目前被认为是安全的,但这些协议可能容易受到量子技术发展的影响,特别是在确保未来很长一段时间内的隐私方面。为了减轻这种担忧,我们描述了实用量子技术的发展如何提高这些协议的安全性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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