When worlds collide: Integrating different counterfactual assumptions in fairness

Machine learning is now being used to make crucial decisions about people's lives. For nearly all of these decisions there is a risk that individuals of a certain race, gender, sexual orientation, or any other subpopulation are unfairly discriminated against. Our recent method has demonstrated...

Full description

Bibliographic Details
Main Authors: Russell, C, Kusner, MJ, Loftus, JR, Silva, R
Format: Conference item
Published: Massachusetts Institute of Technology Press 2017