Double Corrected Variance Estimator

This is a repo for the code used for reproducing our De-biasing "bias" measurement paper.

If you plan to use this code please cite our paper 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},
}

Instructions

• clone the repo.
• Run RScript bootstrap_variance_estimates_fast.R to reproduce the results in the paper.
• Run adult income.ipynb to reproduce the results in Section 6.