Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series

Deep learning-based support systems have demonstrated encouraging results in numerous clinical applications involving the processing of time series data. While such systems often are very accurate, they have no inherent mechanism for explaining what influenced the predictions, which is critical for...

Full description

Bibliographic Details
Main Authors: Jenssen, R. (Author), Kampffmeyer, M. (Author), Mikalsen, K.O (Author), Revhaug, A. (Author), Wickstrom, K. (Author)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2021
Subjects:
Online Access:View Fulltext in Publisher