9 citations · 17 across the 5 of their papers we have counts for
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cs.LG2020★ 9 cited
Fast Fair Regression via Efficient Approximations of Mutual Information
Daniel Steinberg, Alistair Reid, Simon O'Callaghan +3
Most work in algorithmic fairness to date has focused on discrete outcomes, such as deciding whether to grant someone a loan or not. In these classification settings, group fairnes…
cs.LG2020★ 7 cited
Fairness Measures for Regression via Probabilistic Classification
Daniel Steinberg, Alistair Reid, Simon O'Callaghan
Algorithmic fairness involves expressing notions such as equity, or reasonable treatment, as quantifiable measures that a machine learning algorithm can optimise. Most work in the…