Motif-guided time series counterfactual explanations

This is the repository for our paper also available on ArXiv titled "Motif-guided time series counterfactual explanations". This paper has been accepted at the 2-nd Workshop on Explainable and Ethical AI – International Conference on Pattern Recognition, 2022

Approach

Data

The data used in this project comes from the UCR archive.

Prerequisites

All python packages needed are listed in pip-requirements.txt file and can be installed simply using the pip command.

Reference

If you re-use this work, please cite:

@inproceedings{li2022motif, title={Motif-guided time series counterfactual explanations}, author={Li, Peiyu and Boubrahimi, Souka{"\i}na Filali and Hamdi, Shah Muhammad}, booktitle={International Conference on Pattern Recognition}, pages={203--215}, year={2022}, organization={Springer} }