Data preprocessing to mitigate bias: A maximum entropy based approach

L. Elisa Celis, Vijay Keswani, Nisheeth K. Vishnoi

Data containing human or social attributes may over- or under-represent groups with respect to salient social attributes such as gender or race, which can lead to biases in downstr…