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cs.AI2020
Causal query in observational data with hidden variables
Debo Cheng, Jiuyong Li, Lin Liu +3
This paper discusses the problem of causal query in observational data with hidden variables, with the aim of seeking the change of an outcome when "manipulating" a variable while…
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…
cs.AI2018
Discovering Context Specific Causal Relationships
Saisai Ma, Jiuyong Li, Lin Liu +1
With the increasing need of personalised decision making, such as personalised medicine and online recommendations, a growing attention has been paid to the discovery of the contex…