Wird geladen...

Patient Prognosis from Vital Sign Time Series: Combining Convolutional Neural Networks with a Dynamical Systems Approach

In this work, we propose a stacked switching vector-autoregressive (SVAR)-CNN architecture to model the changing dynamics in physiological time series for patient prognosis. The SVAR-layer extracts dynamical features (or modes) from the time-series, which are then fed into the CNN-layer to extract h...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Comput Cardiol (2010)
Hauptverfasser: Lehman, Li-wei, Ghassemi, Mohammad, Snoek, Jasper, Nemati, Shamim
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2016
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5079526/
https://ncbi.nlm.nih.gov/pubmed/27790623
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/CIC.2015.7411099
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!