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The predictive skill of convolutional neural networks models for disease forecasting

In this paper we investigate the utility of one-dimensional convolutional neural network (CNN) models in epidemiological forecasting. Deep learning models, in particular variants of recurrent neural networks (RNNs) have been studied for ILI (Influenza-Like Illness) forecasting, and have achieved a h...

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Detalles Bibliográficos
Autores principales: Lee, Kookjin, Ray, Jaideep, Safta, Cosmin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8270135/
https://www.ncbi.nlm.nih.gov/pubmed/34242349
http://dx.doi.org/10.1371/journal.pone.0254319