FAIROD: Fairness-aware Outlier Detection

Shubhranshu Shekhar
Shubhranshu Shekhar
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Abstract:

Fairness and Outlier Detection (OD) are closely related, as it is exactly the goal of OD to spot rare, minority samples in a given population. When being a minority (as defined by protected variables, e.g. race/ethnicity/sex/age) does not reflect positive-class membership (e.g. criminal/fraud), however, OD produces unjust outcomes. Surp...More

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