Learning Fair and Interpretable Representations via Linear Orthogonalization

Yuzi He, Keith Burghardt, Kristina Lerman

To reduce human error and prejudice, many high-stakes decisions have been turned over to machine algorithms. However, recent research suggests that this does not remove discriminat…