Table 8 Performance metrics of machine learning models for the healthy class.
From: Brain tumor detection with real-world predictions in Jordan hospitals
Model | AUC | CA | F1 | Prec | Recall |
|---|---|---|---|---|---|
Tree | 0.944 | 0.954 | 0.919 | 0.916 | 0.922 |
AdaBoost | 0.94 | 0.95 | 0.913 | 0.91 | 0.916 |
kNN | 0.99 | 0.989 | 0.981 | 0.993 | 0.968 |
Neural Network | 0.999 | 0.993 | 0.987 | 0.989 | 0.986 |
Logistic Regression | 0.988 | 0.981 | 0.967 | 0.966 | 0.968 |
Random Forest | 0.993 | 0.976 | 0.958 | 0.955 | 0.96 |
SVM | 1 | 0.99 | 0.983 | 0.986 | 0.98 |
