FIFA: Making Fairness More Generalizable in Classifiers Trained on Imbalanced Data

Zhun Deng, Jiayao Zhang, Linjun Zhang +4

Algorithmic fairness plays an important role in machine learning and imposing fairness constraints during learning is a common approach. However, many datasets are imbalanced in ce…