Equal Improvability: A New Fairness Notion Considering the Long-term Impact

Ozgur Guldogan, Yuchen Zeng, Jy-yong Sohn +2

Devising a fair classifier that does not discriminate against different groups is an important problem in machine learning. Although researchers have proposed various ways of defin…