26 citations · 32 across the 4 of their papers we have counts for
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cs.CY2018
Debiasing representations by removing unwanted variation due to protected attributes
Amanda Bower, Laura Niss, Yuekai Sun +1
We propose a regression-based approach to removing implicit biases in representations. On tasks where the protected attribute is observed, the method is statistically more efficien…
cs.CY2017
Fair Pipelines
Amanda Bower, Sarah N. Kitchen, Laura Niss +3
This work facilitates ensuring fairness of machine learning in the real world by decoupling fairness considerations in compound decisions. In particular, this work studies how fair…