Table 3 The performance estimation of classification algorithms.
From: Validation of reading as a predictor of mild cognitive impairment
Measure | Majority | LR | NB | XGB | RF |
|---|---|---|---|---|---|
CA | 0.544 ± .128 | 0.731 ± .122 | 0.723 ± .133 | 0.693 ± .137 | 0.729 ± .123 |
Brier | 0.252 ± .013 | 0.189 ± .047 | 0.231 ± .108 | 0.220 ± .067 | 0.194 ± .064 |
AUC | 0.500 ± .000 | 0.797 ± .140 | 0.799 ± .135 | 0.739 ± .152 | 0.783 ± .146 |
Sensitivity | 1.000 ± .000 | 0.778 ± .169 | 0.682 ± .201 | 0.695 ± .189 | 0.740 ± .174 |
Specificity | 0.000 ± .000 | 0.675 ± .206 | 0.773 ± .194 | 0.699 ± .213 | 0.722 ± .202 |
