Table 5.

Obtained performance in terms of average balanced accuracy, average false negative rate (FNR), and average F1-score values across genders for each mitigation technique.

Technique	Female sample accuracy, mean (SD)	Male sample accuracy, mean (SD)	Female sample FNR	Male sample FNR	Female sample F1-score	Male sample F1-score
Original classifier (LogRega)	0.793 (0.06)	0.948 (0.02)	0.136	0.012	0.820	0.968
Disparate impact remover	0.793 (0.03)	0.941 (0.01)	0.154	0.017	0.816	0.963
Reweighting	0.797 (0.03)	0.932 (0.03)	0.111	0.040	0.827	0.956
Calibrated equalized odds	0.793 (0.05)	0.948 (0.02)	0.136	0.012	0.820	0.968

^aLogReg: logistic regression.