Table 8.
Mean performance metrics and respective SDs (in years) for the classification of minor versus adults for the female subjects.
Types | Accuracy, mean (SD) | AUCa, mean (SD) | Precision, mean (SD) | Recall, mean (SD) |
Decision tree | 0.82 (0.02) | 0.82 (0.02) | 0.74 (0.02) | 0.97 (0.01) |
Random forest | 0.83 (0.02) | 0.83 (0.01) | 0.76 (0.02) | 0.97 (0.01) |
Support vector machines | 0.81 (0.04) | 0.81 (0.04) | 0.75 (0.04) | 0.92 (0.05) |
Multi-layer perceptron | 0.82 (0.02) | 0.82 (0.02) | 0.75 (0.02) | 0.95 (0.04) |
K-nearest neighbors | 0.78 (0.06) | 0.78 (0.06) | 0.73 (0.06) | 0.87 (0.08) |
Naïve bayes | 0.67 (0.03) | 0.67 (0.02) | 0.60 (0.02) | 1.00 (0.00) |
aAUC: area under the curve.