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A novel time series analysis approach for prediction of dialysis in critically ill patients using echo-state networks

BACKGROUND: Echo-state networks (ESN) are part of a group of reservoir computing methods and are basically a form of recurrent artificial neural networks (ANN). These methods can perform classification tasks on time series data. The recurrent ANN of an echo-state network has an 'echo-state'...

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Detalles Bibliográficos
Autores principales: Verplancke, T, Van Looy, S, Steurbaut, K, Benoit, D, De Turck, F, De Moor, G, Decruyenaere, J
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2828418/
https://www.ncbi.nlm.nih.gov/pubmed/20092639
http://dx.doi.org/10.1186/1472-6947-10-4