Compressive strength prediction on UHPC (test)
5.65Mean Absolute Error (MAE)Optimized model
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Optimized modelModel type=XGBoost2025.12 | 5.65 | 5.61 | 74.27 | 8.62 | 43.52 | 0.94 | |
| Support Vector Machine SVMHyperparameters=default2025.12 | 19.82 | 18 | 872.52 | 31.01 | 310.58 | 0.15 | |
| DecisionTreeHyperparameters=default2025.12 | 20.22 | 19.1 | 980.62 | 31.31 | 319.35 | 0.11 | |
| KernelRidgeHyperparameters=default2025.12 | 21.57 | 20 | 903.49 | 30.06 | 320.68 | 0.18 | |
| LassoHyperparameters=default2025.12 | 21.86 | 20.26 | 973.53 | 31.2 | 323.77 | 0.11 | |
| RidgeRegressionHyperparameters=default2025.12 | 21.89 | 20.3 | 975.76 | 31.24 | 323.83 | 0.11 | |
| RidgeCVHyperparameters=default2025.12 | 26.67 | 24.45 | 1,662.77 | 40.78 | 323.47 | -0.51 | |
| BayesianRidgeHyperparameters=default2025.12 | 26.78 | 25.33 | 1,230.78 | 35.08 | 299.6 | -0.12 | |
| Linear RegressionHyperparameters=default2025.12 | 27.71 | 25.38 | 1,879.56 | 43.35 | 323.4 | -0.71 |