HanXudong / Python-double-corrected-variance-estimator

A Python implementation for double-corrected-variance-estimator

Python-double-corrected-variance-estimator

This is a repo for the Python implementation for reproducing De-biasing "bias" measurement.

If you plan to use this code please cite the original paper and this implementation as follows:

@inproceedings{
	address = {Seoul, Republic of Korea},
	title = {De-biasing "bias" measurement},
	doi = {10.1145/3531146.3533105},
	booktitle = {2022 {ACM} {Conference} on {Fairness}, {Accountability}, and {Transparency} ({FAccT} ’22)},
	publisher = {ACM},
	author = {Lum, Kristian and Zhang, Yunfeng and Bower, Amanda},
	month = jun,
	year = {2022},
}

@article{han2022fairlib,
  title={fairlib: A Unified Framework for Assessing and Improving Classification Fairness},
  author={Han, Xudong and Shen, Aili and Li, Yitong and Frermann, Lea and Baldwin, Timothy and Cohn, Trevor},
  journal={arXiv preprint arXiv:2205.01876},
  year={2022}
}