Methods | PHD | SCD | EMD | LCS | CS | VOD | VTD | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
 | \(R^2\) | RMSE | \(R^2\) | RMSE | \(R^2\) | RMSE | \(R^2\) | RMSE | \(R^2\) | RMSE | \(R^2\) | RMSE | \(R^2\) | RMSE |
GLM | 0.299 | 0.091 | 0.212 | 0.082 | 0.166 | 0.096 | 0.385 | 0.082 | 0.372 | 0.063 | 0.417 | 0.093 | 0.411 | 0.061 |
SAR | 0.336 | 0.042 | 0.224 | 0.040 | 0.214 | 0.034 | 0.555 | 0.033 | 0.382 | 0.036 | 0.429 | 0.049 | 0.426 | 0.041 |
RF | 0.702 | 0.036 | 0.730 | 0.035 | 0.587 | 0.028 | 0.729 | 0.028 | 0.734 | 0.031 | 0.752 | 0.048 | 0.717 | 0.038 |
GRF | 0.759 | 0.031 | 0.722 | 0.021 | 0.669 | 0.026 | 0.782 | 0.022 | 0.788 | 0.020 | 0.811 | 0.041 | 0.778 | 0.032 |
SRF | 0.771 | 0.034 | 0.704 | 0.032 | 0.616 | 0.027 | 0.737 | 0.026 | 0.755 | 0.031 | 0.691 | 0.045 | 0.707 | 0.034 |
GAM | 0.307 | 0.054 | 0.239 | 0.049 | 0.208 | 0.039 | 0.525 | 0.052 | 0.377 | 0.052 | 0.404 | 0.107 | 0.462 | 0.051 |
GAM with interaction | 0.506 | 0.047 | 0.348 | 0.044 | 0.287 | 0.037 | 0.625 | 0.052 | 0.379 | 0.052 | 0.469 | 0.068 | 0.467 | 0.048 |
SGAM | 0.559 | 0.042 | 0.472 | 0.052 | 0.323 | 0.037 | 0.623 | 0.038 | 0.42 | 0.038 | 0.614 | 0.066 | 0.623 | 0.044 |
NN | 0.611 | 0.054 | 0.604 | 0.094 | 0.568 | 0.114 | 0.684 | 0.081 | 0.684 | 0.081 | 0.590 | 0.082 | 0.669 | 0.075 |
SNN | 0.719 | 0.050 | 0.737 | 0.081 | 0.679 | 0.111 | 0.713 | 0.049 | 0.726 | 0.079 | 0.684 | 0.081 | 0.689 | 0.071 |
GWANN | 0.694 | 0.054 | 0.705 | 0.50 | 0.662 | 0.038 | 0.707 | 0.047 | 0.737 | 0.047 | 0.671 | 0.067 | 0.691 | 0.052 |
CAR | 0.879 | 0.031 | 0.729 | 0.034 | 0.787 | 0.026 | 0.875 | 0.290 | 0.771 | 0.029 | 0.802 | 0.056 | 0.826 | 0.034 |