Regression
We tested LPBN on many benchmark datasets for regression. We used 'coefficient of determination' for evaluation and comparison of different regression methods.
| Dataset | Method | Av. test coeff. of det. |
|---|---|---|
| Concrete Comp. Strength | LPBN | 0.8750 |
| RBF | 0.7663 | |
| RF | 0.8485 | |
| SVR | 0.8456 | |
| Energy Efficiency 1 | LPBN | 0.9886 |
| RBF | 0.9898 | |
| RF | 0.9940 | |
| SVR | 0.9892 | |
| Energy Efficiency 2 | LPBN | 0.9708 |
| RBF | 0.9653 | |
| RF | 0.9605 | |
| SVR | 0.9577 | |
| Abalone | LPBN | 0.5825 |
| RBF | 0.5411 | |
| RF | 0.5542 | |
| SVR | 0.5511 | |
| Cpusmall | LPBN | 0.9728 |
| RBF | 0.9615 | |
| RF | 0.9740 | |
| SVR | 0.9732 | |
| MG | LPBN | 0.7195 |
| RBF | 0.7032 | |
| RF | 0.7270 | |
| SVR | 0.7033 | |
| Space GA | LPBN | 0.7341 |
| RBF | 0.6949 | |
| RF | 0.6137 | |
| SVR | 0.7105 |
© 2014
Scientific Computing and Imaging Institute