The paper claims fairness metrics are strongly affected by test-set sampling and proposes FairMatch, a matching plus threshold-shift method to locate and fix fairness bugs, but the matching is not true propensity score matching.
URL http://mlr.cs.umass.edu/ml/datasets/Adult
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Whence Is A Model Fair? Fixing Fairness Bugs via Propensity Score Matching
The paper claims fairness metrics are strongly affected by test-set sampling and proposes FairMatch, a matching plus threshold-shift method to locate and fix fairness bugs, but the matching is not true propensity score matching.