Table 4.
The testing accuracies of predicting the datasets
| Datasets | SVM | ANN | RF | GMDH | RVFL-GMDH | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| R | M | E | R | M | E | R | M | E | R | M | E | R | M | E | |
| Boston | 0.000 | 0.107 | 0.113 | 0.487 | 0.033 | 0.496 | 0.628 | 0.024 | 0.657 | 0.381 | 0.039 | 0.461 | 0.586 | 0.026 | 0.607 |
| Abalone | 0.547 | 0.006 | 0.562 | 0.562 | 0.006 | 0.562 | 0.515 | 0.006 | 0.515 | 0.537 | 0.006 | 0.538 | 0.559 | 0.006 | 0.563 |
| Airfoil | 0.357 | 0.022 | 0.481 | 0.000 | 0.085 | 0.000 | 0.269 | 0.025 | 0.298 | 0.084 | 0.037 | 0.079 | 0.260 | 0.043 | 0.237 |
| Comm. ities s | 0.594 | 0.021 | 0.624 | 0.639 | 0.018 | 0.639 | 0.645 | 0.018 | 0.649 | 0.681 | 0.016 | 0.685 | 0.686 | 0.016 | 0.687 |
| CCPP Seg | 0.936 | 0.003 | 0.936 | 0.938 | 0.003 | 0.938 | 0.955 | 0.002 | 0.955 | 0.936 | 0.003 | 0.936 | 0.936 | 0.003 | 0.936 |
| Stock | 0.947 | 0.003 | 0.948 | 0.976 | 0.002 | 0.976 | 0.980 | 0.001 | 0.980 | 0.931 | 0.004 | 0.931 | 0.982 | 0.001 | 0.982 |
| Average | 0.564 | 0.027 | 0.611 | 0.600 | 0.025 | 0.602 | 0.665 | 0.013 | 0.676 | 0.592 | 0.018 | 0.605 | 0.668 | 0.016 | 0.669 |
(R: R2, M: MSE, E: EVAR)