Classifier | Dimension reduction method | Number of clinical labels /components | FPR | TPR | F0.5 score | Kappa | |
---|---|---|---|---|---|---|---|
Gaussian Naïve Bays | N/A | Raw data | 67 labels | 0.33 | 0.85 | 0.71 | 0.45 |
Clinical labels selection | SelectKBest | 13 labels | 0.47 | 0.89 | 0.71 | 0.41 | |
Clinical labels selection | ExtraTree | 30 labels | 0.37 | 0.89 | 0.75 | 0.51 | |
Feature extraction | PCA | 25 components | 0.51 | 0.94 | 0.74 | 0.46 |