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Limited privacy protection and poor sensitivity: Is it time to move on from the statistical linkage key-581?

机译:有限的隐私保护和较差的敏感性:是时候从统计链接键581继续进行了吗?

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摘要

Background: The statistical linkage key (SLK-581) is a common tool for record linkage in Australia, due to its ability to provide some privacy protection. However, newer privacy-preserving approaches may provide greater privacy protection, while allowing high-quality linkage. Objective: To evaluate the standard SLK-581, encrypted SLK-581 and a newer privacy-preserving approach using Bloom filters, in terms of both privacy and linkage quality. Method: Linkage quality was compared by conducting linkages on Australian health datasets using these three techniques and examining results. Privacy was compared qualitatively in relation to a series of scenarios where privacy breaches may occur. Results: The Bloom filter technique offered greater privacy protection and linkage quality compared to the SLK-based method commonly used in Australia. Conclusion: The adoption of new privacy-preserving methods would allow both greater confidence in research results, while significantly improving privacy protection.
机译:背景:统计链接密钥(SLK-581)是澳大利亚记录链接的常用工具,因为它能够提供一些隐私保护。但是,较新的隐私保护方法可以在提供高质量链接的同时提供更大的隐私保护。目的:在隐私和链接质量方面,评估标准的SLK-581,加密的SLK-581和使用Bloom过滤器的更新的隐私保护方法。方法:通过使用这三种技术对澳大利亚健康数据集进行链接并检查结果,比较链接质量。在一系列可能发生隐私违规的情况下,对隐私进行了定性比较。结果:与澳大利亚常用的基于SLK的方法相比,Bloom过滤器技术提供了更好的隐私保护和链接质量。结论:采用新的隐私保护方法既可以增强对研究结果的信心,又可以显着改善隐私保护。

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