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SYSTEM AND METHOD FOR GENERATING AUTOMATIC BLOCKING FILTERS FOR RECORD LINKAGE

机译:生成用于记录链接的自动阻止过滤器的系统和方法

摘要

A method for generating blocking filters for record linkage includes providing a training database and an initial filter comprising a set of blocking keys, generating a set of positive training examples from said training database using said initial blocking keys and a given scoring method, generating from said positive training examples one or more acceptable blocking filters with a high recall with respect to said training examples, estimating a reduction rate of each of said acceptable filters, and selecting those acceptable filters with the reduction rates that exceed a predetermined threshold.
机译:一种用于生成用于记录链接的阻止过滤器的方法包括:提供训练数据库和包括一组阻止密钥的初始过滤器;使用所述初始阻止密钥和给定的评分方法从所述训练数据库中生成一组肯定的训练示例;肯定的训练示例相对于所述训练示例具有较高召回率的一个或多个可接受的阻塞滤波器,估计每个所述可接受的滤波器的减小率,并选择减小率超过预定阈值的那些可接受的滤波器。

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