Table 3 Performance of the machine learning models to predict scale formation on the test subset.
From: Ensemble learning for prediction of inorganic scale formation: A case study in Oman
Model | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
|---|---|---|---|---|
KNN | 84.4 | 73.3 | 78.6 | 75.9 |
SVM | 77.8 | 64.3 | 64.3 | 64.3 |
NB | 71.1 | 52.9 | 64.3 | 58.1 |
RF | 86.7 | 78.6 | 78.6 | 78.6 |
LR | 75.6 | 61.5 | 57.1 | 59.3 |
DT | 80.0 | 64.7 | 78.6 | 71.0 |
