Evaluation of the Impact of Data Uncertainty on the Prediction of Physiological Patient Deterioration

Evaluation of the Impact of Data Uncertainty on the Prediction of Physiological Patient Deterioration

In this paper, we investigate the impact of data uncertainty on the prediction of a vital sign of abnormalities. We analyze the evolution of mean arterial blood pressure (MAP) and heart rate (HR) vital signs time series over a given forecasting window, whose values are classified according to a mode...

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Bibliographic Details
Main Authors: Josue Reyes-Garcia, Hiram Galeana-Zapien, Alejandro Galaviz-Mosqueda, Cesar Torres-Huitzil
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Abnormal vital signs
physiological deterioration
data uncertainty
early prediction
machine learning
classification
Online Access:https://ieeexplore.ieee.org/document/8408455/

Internet

https://ieeexplore.ieee.org/document/8408455/

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