A hierarchical graphical model for record linkage
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Identity resolution: 23 years of practical experience and observations at scale
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
A multi-layer Naïve bayes model for approximate identity matching
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
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Identity resolution is central to fighting crime and terrorism. Identity information can be unreliable due to intentional deception or data entry errors. In this poster we propose to develop an efficient open-source entity-matching and identity resolution tool for law enforcement, based on a probabilistic matching technique that requires little or no human intervention in the matching process. Compared to the IBM Identity Resolution, the Arizona IDMatcher achieved better recall and overall F-measure ratings on two real-world datasets.