Equalized odds detects age and race biases; Reject Option Classification helps race and gender, adversarial debiasing helps age in the MCI/AD task.
What’s fair about individual fairness?,
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Comparative assessment of fairness definitions and bias mitigation strategies in machine learning-based diagnosis of Alzheimer's disease from MR images
Equalized odds detects age and race biases; Reject Option Classification helps race and gender, adversarial debiasing helps age in the MCI/AD task.