Exploring Equality: An Investigation into Custom Loss Functions for Fairness Definitions

Gordon Lee, Simeon Sayer

This paper explores the complex tradeoffs between various fairness metrics such as equalized odds, disparate impact, and equal opportunity and predictive accuracy within COMPAS by…