58 citations · 124 across the 8 of their papers we have counts for
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cs.LG2018★ 15 cited
Hunting for Discriminatory Proxies in Linear Regression Models
Samuel Yeom, Anupam Datta, Matt Fredrikson
A machine learning model may exhibit discrimination when used to make decisions involving people. One potential cause for such outcomes is that the model uses a statistical proxy f…
cs.LG2018★ 22 cited
Avoiding Disparity Amplification under Different Worldviews
Samuel Yeom, Michael Carl Tschantz
We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. Using the theoretical…