Table 3 Results of a performance evaluation using the developed ML techniques during testing phase.
MLP | RBF | GBT | RF | LR | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
R | MAE | RMSE | R | MAE | RMSE | R | MAE | RMSE | R | MAE | RMSE | R | MAE | RMSE | |
M1 | 0.695 | 0.019 | 0.027 | 0.691 | 0.019 | 0.027 | 0.692 | 0.019 | 0.027 | 0.694 | 0.019 | 0.027 | 0.656 | 0.019 | 0.027 |
M2 | 0.702 | 0.018 | 0.027 | 0.677 | 0.019 | 0.028 | 0.699 | 0.019 | 0.027 | 0.701 | 0.019 | 0.027 | 0.671 | 0.019 | 0.023 |
M3 | 0.707 | 0.018 | 0.026 | 0.435 | 0.032 | 0.036 | 0.704 | 0.018 | 0.027 | 0.703 | 0.019 | 0.027 | 0.678 | 0.019 | 0.026 |
M4 | 0.709 | 0.018 | 0.026 | 0.444 | 0.031 | 0.034 | 0.706 | 0.018 | 0.026 | 0.704 | 0.019 | 0.027 | 0.686 | 0.018 | 0.026 |
M5 | 0.710 | 0.018 | 0.026 | 0.488 | 0.024 | 0.033 | 0.709 | 0.018 | 0.026 | 0.697 | 0.019 | 0.027 | 0.686 | 0.018 | 0.026 |
M6 | 0.713 | 0.018 | 0.026 | 0.433 | 0.037 | 0.032 | 0.711 | 0.018 | 0.026 | 0.697 | 0.019 | 0.027 | 0.686 | 0.018 | 0.026 |
M7 | 0.609 | 0.027 | 0.040 | 0.591 | 0.027 | 0.041 | 0.597 | 0.028 | 0.041 | 0.611 | 0.027 | 0.040 | 0.575 | 0.027 | 0.040 |
M8 | 0.618 | 0.027 | 0.040 | 0.544 | 0.029 | 0.043 | 0.607 | 0.027 | 0.041 | 0.623 | 0.027 | 0.040 | 0.583 | 0.027 | 0.040 |
M9 | 0.624 | 0.027 | 0.040 | 0.458 | 0.029 | 0.029 | 0.610 | 0.027 | 0.040 | 0.627 | 0.027 | 0.040 | 0.592 | 0.027 | 0.040 |
M10 | 0.624 | 0.027 | 0.040 | 0.408 | 0.042 | 0.037 | 0.612 | 0.027 | 0.040 | 0.629 | 0.026 | 0.040 | 0.613 | 0.027 | 0.040 |
M11 | 0.625 | 0.026 | 0.040 | 0.434 | 0.039 | 0.035 | 0.613 | 0.027 | 0.040 | 0.631 | 0.026 | 0.040 | 0.614 | 0.027 | 0.040 |
M12 | 0.634 | 0.026 | 0.039 | 0.472 | 0.023 | 0.029 | 0.615 | 0.027 | 0.040 | 0.631 | 0.026 | 0.040 | 0.616 | 0.026 | 0.040 |
M13 | 0.767 | 0.013 | 0.016 | 0.784 | 0.013 | 0.016 | 0.782 | 0.013 | 0.016 | 0.776 | 0.013 | 0.016 | 0.735 | 0.013 | 0.016 |
M14 | 0.786 | 0.012 | 0.016 | 0.801 | 0.012 | 0.015 | 0.801 | 0.012 | 0.015 | 0.807 | 0.012 | 0.015 | 0.748 | 0.012 | 0.016 |
M15 | 0.828 | 0.011 | 0.014 | 0.830 | 0.011 | 0.014 | 0.818 | 0.011 | 0.015 | 0.840 | 0.011 | 0.014 | 0.768 | 0.012 | 0.015 |
M16 | 0.846 | 0.011 | 0.014 | 0.832 | 0.011 | 0.014 | 0.830 | 0.011 | 0.014 | 0.840 | 0.011 | 0.014 | 0.775 | 0.012 | 0.015 |
M17 | 0.582 | 0.018 | 0.023 | 0.614 | 0.017 | 0.023 | 0.639 | 0.017 | 0.022 | 0.618 | 0.017 | 0.023 | 0.528 | 0.018 | 0.023 |
M18 | 0.655 | 0.017 | 0.022 | 0.666 | 0.016 | 0.021 | 0.632 | 0.017 | 0.022 | 0.662 | 0.017 | 0.021 | 0.529 | 0.018 | 0.023 |
M19 | 0.670 | 0.016 | 0.021 | 0.703 | 0.016 | 0.020 | 0.646 | 0.017 | 0.022 | 0.702 | 0.016 | 0.021 | 0.536 | 0.018 | 0.023 |
M20 | 0.651 | 0.017 | 0.022 | 0.713 | 0.015 | 0.020 | 0.653 | 0.017 | 0.022 | 0.684 | 0.016 | 0.021 | 0.539 | 0.018 | 0.023 |