Survey on RNN and CRF models for de-identification of medical free text

Survey on RNN and CRF models for de-identification of medical free text

Abstract The increasing reliance on electronic health record (EHR) in areas such as medical research should be addressed by using ample safeguards for patient privacy. These records often tend to be big data, and given that a significant portion is stored as free (unstructured) text, we decided to e...

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Bibliographic Details
Main Authors: Joffrey L. Leevy, Taghi M. Khoshgoftaar, Flavio Villanustre
Format: Article
Language:English
Published: SpringerOpen 2020-09-01
Series:Journal of Big Data
Subjects:
De-identification
Big Data
Recurrent neural network
Conditional random field
Machine learning
Online Access:http://link.springer.com/article/10.1186/s40537-020-00351-4

Internet

http://link.springer.com/article/10.1186/s40537-020-00351-4

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