Table 8.
Summary of best-performing models and ensemble results across all material datasets.
| Material | BestModel | Best_RMSE | Best_ R2 | Ensemble_Info | Ensemble_RMSE | Ensemble_R2 |
|---|---|---|---|---|---|---|
| material1.xlsx | BayesianRidge | 0.66 | 0.92 | BayesianRidge+RandomForest | 0.87 | 0.86 |
| material2.xlsx | BayesianRidge | 0.42 | 0.97 | BayesianRidge+RandomForest | 0.83 | 0.89 |
| material3.xlsx | BayesianRidge | 0.48 | 0.96 | BayesianRidge+RandomForest | 0.71 | 0.91 |
| material4.xlsx | BayesianRidge | 0.55 | 0.95 | BayesianRidge+RandomForest | 0.75 | 0.91 |
| material5.xlsx | BayesianRidge | 0.48 | 0.96 | BayesianRidge+RandomForest | 0.76 | 0.90 |
| material6.xlsx | BayesianRidge | 0.35 | 0.98 | BayesianRidge+RandomForest | 0.85 | 0.89 |
| material7.xlsx | BayesianRidge | 0.64 | 0.88 | BayesianRidge+RandomForest | 0.50 | 0.93 |