Table 2 Performance metrics of different models.
From: A novel framework for COPD management in cyber-physical systems using machine learning
Model | Accuracy (%) | Precision (%) | Recall (%) | F1-Score (%) | AUC |
|---|---|---|---|---|---|
Random forest | 93.2 | 91.5 | 92.7 | 92.1 | 0.94 |
ANN | 91.8 | 89.3 | 90.5 | 89.9 | 0.92 |
SVM | 88.7 | 86.2 | 87.4 | 86.8 | 0.89 |
Logistic regression | 86.5 | 83.9 | 85.1 | 84.5 | 0.87 |
KNN | 84.3 | 81.5 | 82.2 | 81.8 | 0.85 |
