Attention-based neural networks for clinical prediction modelling on electronic health records

Background Deep learning models have had a lot of success in various fields. However, on structured data they have struggled. Here we apply four state-of-the-art supervised deep learning models using the attention mechanism and compare against logistic regression and XGBoost using d...

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Bibliographic Details
Main Authors: Fridgeirsson, Egill A., Sontag, David, Rijnbeek, Peter
Other Authors: Massachusetts Institute of Technology. Institute for Medical Engineering & Science
Format: Article
Language:English
Published: BioMed Central 2023
Online Access:https://hdl.handle.net/1721.1/153169