Table 3

Experiment 3.1.2—balanced training data without feature selection, sex performance disparities

Mean difference averaged over n=100Random forest classifierLogistic regression classifierSupport vector machineGaussian Naïve Bayes
Sex performance disparities (%)t-test
p value
Sex performance disparities (%)t-test
p value
Sex performance disparities (%)t-test
p value
Sex performance disparities (%)t-test
p value
Accuracy−6.170.00−6.360.00−11.470.00−7.430.00
FScore7.690.0020.170.00−3.400.0016.650.00
ROC_AUC0.600.134.790.00−9.060.005.450.00
Precision−0.940.88−4.750.00−2.320.140.240.37
Recall12.880.0029.220.00−4.640.0019.820.00
False negative rate−12.880.00−29.220.004.640.00−19.820.00
True negative rate−11.690.00−19.650.00−13.490.00−8.930.00
False positive rate11.690.0019.650.0013.490.008.930.00
True positive rate12.880.0029.220.00−4.640.0019.820.00