Table 5.
Results for Rather absent Tinnitus Users, including standard deviation.
| Rather absent Tinnitus Users | ||||||
|---|---|---|---|---|---|---|
| Accuracy | F1-score | AUC | Precision | Sensitivity | Specificity | |
| DT | 0.565 (+/− 0.045) | 0.573 (+/− 0.038) | 0.518 (+/− 0.030) | 0.702 (+/− 0.020) | 0.643 (+/− 0.076) | 0.389 (+/− 0.056) |
| RFC | 0.599 (+/− 0.049) | 0.593 (+/− 0.037) | 0.548 (+/− 0.075) | 0.704 (+/− 0.020) | 0.723 (+/− 0.084) | 0.319 (+/− 0.062) |
| SVM | 0.566 (+/− 0.095) | 0.578 (+/− 0.096) | 0.603 (+/− 0.111) | 0.765 (+/− 0.061) | 0.531 (+/− 0.135) | 0.646 (+/− 0.094) |
| CNB | 0.531 (+/− 0.090) | 0.541 (+/− 0.090) | 0.586 (+/− 0.100) | 0.741 (+/− 0.074) | 0.494 (+/− 0.141) | 0.614 (+/− 0.136) |
| KNC | 0.644 (+/− 0.052) | 0.607 (+/− 0.038) | 0.586 (+/− 0.087) | 0.703 (+/− 0.022) | 0.839 (+/− 0.094) | 0.205 (+/− 0.091) |
| LRC | 0.548 (+/− 0.100) | 0.558 (+/− 0.102) | 0.583 (+/− 0.088) | 0.733 (+/− 0.077) | 0.534 (+/− 0.152) | 0.578 (+/− 0.123) |
| MLP | 0.663 (+/− 0.039) | 0.606 (+/− 0.033) | 0.609 (+/− 0.100) | 0.702 (+/− 0.017) | 0.891 (+/− 0.069) | 0.149 (+/− 0.075) |
| XGB | 0.598 (+/− 0.055) | 0.599 (+/− 0.044) | 0.573 (+/− 0.082) | 0.716 (+/− 0.021) | 0.693 (+/− 0.101) | 0.384 (+/− 0.080) |
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.