2 papers
cs.CY2018
An exploration of algorithmic discrimination in data and classification
Jixue Liu, Jiuyong Li, Feiyue Ye +3
Algorithmic discrimination is an important aspect when data is used for predictive purposes. This paper analyzes the relationships between discrimination and classification, data s…
cs.AI2018
FairMod - Making Predictive Models Discrimination Aware
Jixue Liu, Jiuyong Li, Lin Liu +3
Predictive models such as decision trees and neural networks may produce discrimination in their predictions. This paper proposes a method to post-process the predictions of a pred…