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Privacy-preserving record linkage using Bloom filters

机译:使用Bloom过滤器的隐私保护记录链接

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Background Combining multiple databases with disjunctive or additional information on the same person is occurring increasingly throughout research. If unique identification numbers for these individuals are not available, probabilistic record linkage is used for the identification of matching record pairs. In many applications, identifiers have to be encrypted due to privacy concerns. Methods A new protocol for privacy-preserving record linkage with encrypted identifiers allowing for errors in identifiers has been developed. The protocol is based on Bloom filters on q-grams of identifiers. Results Tests on simulated and actual databases yield linkage results comparable to non-encrypted identifiers and superior to results from phonetic encodings. Conclusion We proposed a protocol for privacy-preserving record linkage with encrypted identifiers allowing for errors in identifiers. Since the protocol can be easily enhanced and has a low computational burden, the protocol might be useful for many applications requiring privacy-preserving record linkage.
机译:背景技术在整个研究中,越来越多地将多个数据库与同一个人的歧义或其他信息结合在一起。如果这些人的唯一标识号不可用,则使用概率记录链接来标识匹配的记录对。在许多应用中,出于隐私考虑,必须对标识符进行加密。方法已经开发了一种新的协议,用于与加密标识符保持隐私的记录链接,从而允许标识符出错。该协议基于标识符q-gram上的Bloom过滤器。结果在模拟数据库和实际数据库上进行的测试所产生的链接结果可与未加密的标识符相媲美,并且优于语音编码的结果。结论我们提出了一种协议,该协议用于具有加密标识符的隐私保护记录链接,从而允许标识符出错。由于该协议可以轻松增强并且具有较低的计算负担,因此该协议对于需要保护隐私记录链接的许多应用程序可能很有用。

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