WindowSHAP: An efficient framework for explaining time-series classifiers based on Shapley values

Amin Nayebi, Sindhu Tipirneni, Chandan K. Reddy, Brandon Foreman, Vignesh Subbian. WindowSHAP: An efficient framework for explaining time-series classifiers based on Shapley values. Journal of Biomedical Informatics, 144:104438, August 2023. [doi]

@article{NayebiTRFS23,
  title = {WindowSHAP: An efficient framework for explaining time-series classifiers based on Shapley values},
  author = {Amin Nayebi and Sindhu Tipirneni and Chandan K. Reddy and Brandon Foreman and Vignesh Subbian},
  year = {2023},
  month = {August},
  doi = {10.1016/j.jbi.2023.104438},
  url = {https://doi.org/10.1016/j.jbi.2023.104438},
  researchr = {https://researchr.org/publication/NayebiTRFS23},
  cites = {0},
  citedby = {0},
  journal = {Journal of Biomedical Informatics},
  volume = {144},
  pages = {104438},
}