1. 2014. Using publicly available information to proxy for unidentified race and ethnicity: A methodology and assessment . Consumer Financial Protection Bureau . https://files.consumerfinance.gov/f/ 2014 09_cfpb_report_proxy-methodology.pdf 2014. Using publicly available information to proxy for unidentified race and ethnicity: A methodology and assessment. Consumer Financial Protection Bureau. https://files.consumerfinance.gov/f/201409_cfpb_report_proxy-methodology.pdf
2. Alekh Agarwal , Alina Beygelzimer , Miroslav Dudík , John Langford , and Hanna Wallach . 2018 . A reductions approach to fair classification . In International Conference on Machine Learning. PMLR, 60–69 . Alekh Agarwal, Alina Beygelzimer, Miroslav Dudík, John Langford, and Hanna Wallach. 2018. A reductions approach to fair classification. In International Conference on Machine Learning. PMLR, 60–69.
3. Alekh Agarwal , Miroslav Dudík , and Zhiwei Steven Wu . 2019 . Fair regression: Quantitative definitions and reduction-based algorithms . In International Conference on Machine Learning. PMLR, 120–129 . Alekh Agarwal, Miroslav Dudík, and Zhiwei Steven Wu. 2019. Fair regression: Quantitative definitions and reduction-based algorithms. In International Conference on Machine Learning. PMLR, 120–129.
4. Learning Optimal and Fair Decision Trees for Non-Discriminative Decision-Making
5. What We Can't Measure, We Can't Understand