Classifier | Type | Precision | Recall | F1 score | Accuracy |
---|---|---|---|---|---|
Decision tree | Read | 0.75 | 0.78 | 0.76 | 0.69 |
Spontaneous | 0.56 | 0.52 | 0.54 | ||
Average | 0.68 | 0.69 | 0.69 | ||
Logistic regression | Read | 0.74 | 0.86 | 0.80 | 0.71 |
Spontaneous | 0.63 | 0.44 | 0.52 | ||
Average | 0.70 | 0.71 | 0.70 | ||
SVM (RBF kernel) | Read | 0.75 | 0.88 | 0.81 | 0.73 |
Spontaneous | 0.67 | 0.44 | 0.53 | ||
Average | 0.72 | 0.73 | 0.71 | ||
Random forest | Read | 0.73 | 0.86 | 0.79 | 0.70 |
Spontaneous | 0.61 | 0.41 | 0.49 | ||
Average | 0.69 | 0.70 | 0.68 | ||
XGBoost | Read | 0.75 | 0.94 | 0.83 | 0.75 |
Spontaneous | 0.79 | 0.41 | 0.54 | ||
Average | 0.76 | 0.75 | 0.73 |