Table 5 Statistical performance metrics comparison of ML models.
Model Type | Model Configuration | R² Score | RMSE | Performance Category |
|---|---|---|---|---|
LR | Baseline | 0.6134 | 0.056 | Baseline/Reference |
SVR | Baseline | 0.5096 | 0.0631 | Moderate |
ANN | Baseline | 0.4098 | 0.0692 | Lower baseline |
SVR | Optimized | 0.96 | 0.019 | High Performance |
ANN | Optimized | 0.94 | 0.02 | High Performance |
