Table 6 Comparison of Metrics of Machine Learning Models on Water Quality.
From: Reliable water quality prediction and parametric analysis using explainable AI models
Model | Accuracy | Precision | Recall | F1-Score |
|---|---|---|---|---|
Logistic Regression | 0.77 | 0.74 | 0.75 | 0.76 |
SVM | 0.63 | 0.39 | 0.63 | 0.48 |
Gaussian Naive Bayes | 0.996 | 0.994 | 0.992 | 0.997 |
Decision Tree | 0.998 | 0.996 | 0.997 | 0.998 |
Random Forest | 0.999 | 0.997 | 0.998 | 0.999 |
