wickstrom / timeseriesxai

Code used in the paper "Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series"

Uncertainty and interpretablity in classification of clinical time series

Code used in the article "Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series" (ArXiv: https://arxiv.org/abs/2010.11310, JBHI: https://ieeexplore.ieee.org/abstract/document/9284514).

Experiments on synthetic data

Code for replicating experiments on synthetic data contained in the "NotebookSyntheticExperiment".

Experiments on ecg data

Code for replicating experiments on the ECG200 dataset contained in the "NotebookECG200Experiment". In the notebook you need to specify a path to the training and test data that is provided in this repository. The ECG200 data is obtained from The UCR Time Series Archive (https://arxiv.org/abs/1810.07758). See this website for more information: http://www.timeseriesclassification.com/description.php?Dataset=ECG200.