Mean Parity Fair Regression in RKHS

1 code implementation • 21 Feb 2023 • Shaokui Wei, Jiayin Liu, Bing Li, Hongyuan Zha

We study the fair regression problem under the notion of Mean Parity (MP) fairness, which requires the conditional mean of the learned function output to be constant with respect to the sensitive attributes.

Fairness regression