Counterfactual fairness

Machine learning can impact people with legal or ethical consequences when it is used to automate decisions in areas such as insurance, lending, hiring, and predictive policing. In many of these scenarios, previous decisions have been made that are unfairly biased against certain subpopulations, for...

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Detalles Bibliográficos
Main Authors: Kusner, M, Loftus, J, Russell, C, Silva, R
Formato: Conference item
Publicado: Massachusetts Institute of Technology Press 2017