Interpretable Data-Based Explanations for Fairness Debugging

Authors

Babak Salimi
Romila Pradhan
Jiongli Zhu
Boris Glavic

Materials

doi
pdf
extended version

bibtex

@inproceedings{SP22,
  author = {Salimi, Babak and Pradhan, Romila and Zhu, Jiongli and Glavic, Boris},
  booktitle = {Proceedings of the 48th International Conference on Management of Data},
  pages = {247--261},
  title = {Interpretable Data-Based Explanations for Fairness Debugging},
  video = {https://youtu.be/wSDgmONVvF4},
  url = {https://doi.org/10.1145/3514221.3517886},
  pdfurl = {https://dl.acm.org/doi/pdf/10.1145/3514221.3517886},
  doi = {10.1145/3514221.3517886},
  keywords = {Explanations; Fairness},
  longversionurl = {https://arxiv.org/pdf/2112.09745},
  venueshort = {{SIGMOD}},
  year = {2022}
}

Reference

Interpretable Data-Based Explanations for Fairness Debugging Babak Salimi, Romila Pradhan, Jiongli Zhu and Boris Glavic Proceedings of the 48th International Conference on Management of Data (2022), pp. 247–261.