Patient2Vec: A Personalized Interpretable Deep Representation of the Longitudinal Electronic Health Record

Patient2Vec: A Personalized Interpretable Deep Representation of the Longitudinal Electronic Health Record

The wide implementation of electronic health record (EHR) systems facilitates the collection of large-scale health data from real clinical settings. Despite the significant increase in adoption of EHR systems, these data remain largely unexplored, but present a rich data source for knowledge discove...

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Bibliographic Details
Main Authors: Jinghe Zhang, Kamran Kowsari, James H. Harrison, Jennifer M. Lobo, Laura E. Barnes
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Attention mechanism
gated recurrent unit
hospitalization
longitudinal electronic health record
personalization
representation learning
Online Access:https://ieeexplore.ieee.org/document/8490816/

Internet

https://ieeexplore.ieee.org/document/8490816/

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