Figure2

A review of causality-based fairness machine learning

Figure 2. Two causal graphs for the hiring decision system. (a) A causal graph of the hiring decision system, where $$ S $$ (i.e., individual's religious belief) is the sensitive attribute and $$ Y $$ (i.e., hiring decision) is the decision. (b) A causal graph of this system after intervention on $$ S $$.

Intelligence & Robotics
ISSN 2770-3541 (Online)
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