TABLE 6.
Comparison of the results between different modeling methods.
| Modeling method | Training set | Test set | |||
|---|---|---|---|---|---|
| RMSE | RMSE | ||||
| Linear model | 0.60 | 0.69 | 0.17 | 0.79 | 0.14 |
| MIX-SVR model | 0.96 | 0.97 | 0.01 | 0.95 | 0.01 |
| RBF-SVR model | 0.90 | 0.85 | 0.08 | 0.91 | 0.06 |
| Poly-SVR model | 0.87 | 0.61 | 0.02 | 0.79 | 0.01 |
| Linear-SVR model | 0.53 | 0.20 | 0.04 | 0.03 | 0.07 |
| RF model | 0.66 | 0.86 | 0.01 | 0.86 | 0.01 |