Software Engineering Principles for Fairer Systems: Experiments with GroupCART

Kewen Peng, Hao Zhuo, Yicheng Yang +1

Discrimination-aware classification aims to make accurate predictions while satisfying fairness constraints. Traditional decision tree learners typically optimize for information g…