Assessing Group Fairness with Social Welfare Optimization

Violet Chen, J. N. Hooker, Derek Leben

Statistical parity metrics have been widely studied and endorsed in the AI community as a means of achieving fairness, but they suffer from at least two weaknesses. They disregard…