Fair Regression under Demographic Parity: A Unified Framework

Yongzhen Feng, Weiwei Wang, Raymond K. W. Wong +1

We propose a unified framework for fair regression tasks formulated as risk minimization problems subject to a demographic parity constraint. Unlike many existing approaches that a…