Table 10.
Results for Rather absent Tinnitus Users (downsampled), including standard deviation.
| Rather absent Tinnitus Users down | ||||||
|---|---|---|---|---|---|---|
| Accuracy | F1-score | AUC | Precision | Sensitivity | Specificity | |
| DT | 0.657 (+/− 0.006) | 0.661 (+/− 0.008) | 0.662 (+/− 0.007) | 0.653 (+/− 0.008) | 0.669 (+/− 0.017) | 0.644 (+/− 0.017) |
| RFC | 0.683 (+/− 0.010) | 0.687 (+/− 0.011) | 0.753 (+/− 0.012) | 0.678 (+/− 0.011) | 0.697 (+/− 0.015) | 0.669 (+/− 0.015) |
| SVM | 0.620 (+/− 0.012) | 0.590 (+/− 0.013) | 0.659 (+/− 0.013) | 0.641 (+/− 0.016) | 0.547 (+/− 0.014) | 0.693 (+/− 0.018) |
| CNB | 0.595 (+/− 0.010) | 0.578 (+/− 0.012) | 0.616 (+/− 0.012) | 0.603 (+/− 0.011) | 0.556 (+/− 0.016) | 0.635 (+/− 0.017) |
| KNC | 0.651 (+/− 0.010) | 0.652 (+/− 0.010) | 0.703 (+/− 0.011) | 0.650 (+/− 0.011) | 0.655 (+/− 0.012) | 0.647 (+/− 0.015) |
| LRC | 0.601 (+/− 0.012) | 0.605 (+/− 0.013) | 0.632 (+/− 0.016) | 0.600 (+/− 0.012) | 0.610 (+/− 0.016) | 0.592 (+/− 0.015) |
| MLP | 0.648 (+/− 0.009) | 0.633 (+/− 0.017) | 0.704 (+/− 0.011) | 0.663 (+/− 0.018) | 0.607 (+/− 0.041) | 0.690 (+/− 0.043) |
| XGB | 0.672 (+/− 0.010) | 0.664 (+/− 0.011) | 0.739 (+/− 0.011) | 0.681 (+/− 0.010) | 0.649 (+/− 0.013) | 0.696 (+/− 0.010) |
Decision Tree (DT), Random Forest (RFC), Support Vector Machine (SVM), Complement Naive Bayes (CNB), k-nearest neighbors (KNC), Logistic Regression (LRC), Multi-layer Perceptron (MLP), Extreme Gradient Boosting (XGB)
Highest values are in bold.