CAUSE: Causality from AttribUtions on Sequence of Events

Related tags

Deep LearningCAUSE
Overview

CAUSE: Causality from AttribUtions on Sequence of Events

How to Run

  1. Install dependency:

    conda env create -n <myenv> -f environment.yml
conda activate <myenv>

  2. Run the scripts for individual datasets

./scripts/run_excitation.sh all
./scripts/run_inhibition.sh all
./scripts/run_syngergy.sh all
./scripts/run_iptv.sh all
./scripts/run_memetracker.sh all

If you find this repo useful, please consider to cite:

@inproceedings{zhang2020cause,
  title={Cause: Learning granger causality from event sequences using attribution methods},
  author={Zhang, Wei and Panum, Thomas and Jha, Somesh and Chalasani, Prasad and Page, David},
  booktitle={International Conference on Machine Learning},
  pages={11235--11245},
  year={2020},
  organization={PMLR}
}
Owner
Wei Zhang
ML [email protected]
Wei Zhang
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