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The application of unsupervised deep learning in predictive models using electronic health records

BACKGROUND: The main goal of this study is to explore the use of features representing patient-level electronic health record (EHR) data, generated by the unsupervised deep learning algorithm autoencoder, in predictive modeling. Since autoencoder features are unsupervised, this paper focuses on thei...

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Pubblicato in:BMC Med Res Methodol
Autori principali: Wang, Lei, Tong, Liping, Davis, Darcy, Arnold, Tim, Esposito, Tina
Natura: Artigo
Lingua:Inglês
Pubblicazione: BioMed Central 2020
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Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC7043035/
https://ncbi.nlm.nih.gov/pubmed/32101147
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12874-020-00923-1
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