Record linkage of banks and municipalities through multiple criteria and neural networks
نویسندگان
چکیده
منابع مشابه
Using Structured Neural Networks for Record Linkage
We report on our continuing work on pedigree-based record linkage. In particular, we show how a structured neural network can be designed to learn weights across pieces of information and how the inherent skewness of the data can be reduced by filtering, or blocking, through a series of these networks. The results, both quantitative and qualitative, are encouraging.
متن کاملApproaches to Multiple Record Linkage
We review the theory and techniques of record linkage that date back to pioneering work by Fellegi and Sunter on matching records in two lists. When the task involves linking K > 2 lists, the most common approach consists of performing all ( K 2 ) possible pairs of lists using a Fellegi-Sunter-like approach and then somehow reconciling the discrepancies in an ad hoc fashion. We describe some im...
متن کاملMethods for Record Linkage and Bayesian Networks
Although terminology differs, there is considerable overlap between record linkage methods based on the Fellegi-Sunter model (JASA 1969) and Bayesian networks used in machine learning (Mitchell 1997). Both are based on formal probabilistic models that can be shown to be equivalent in many situations (Winkler 2000). When no missing data are present in identifying fields and training data are ava...
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ژورنال
عنوان ژورنال: PeerJ Computer Science
سال: 2020
ISSN: 2376-5992
DOI: 10.7717/peerj-cs.258