Figure5

A review of causality-based fairness machine learning

Figure 5. Two alternative graphs for the loan application system. (a) A causal graph of the loan application system, where Race is the sensitive attribute and Loan is the decision. (b) A causal graph of the system after removing unresolved discrimination. (c) A causal graph of the system that is free of proxy discrimination.

Intelligence & Robotics
ISSN 2770-3541 (Online)
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