Models statistics.
Model | r 2 training set | q 2 training set | r 2 test set | MSEa training set | MSEa test set | MAEb training set | MAEb test set | MAPEc training set | MAPEc test set |
---|---|---|---|---|---|---|---|---|---|
3D-field | 0.88 | 0.75 | 0.73 | 0.13 | 0.29 | 0.31 | 0.45 | 4.21 | 6.24 |
SVM | 0.99 | 0.74 | 0.73 | 0.01 | 0.30 | 0.06 | 0.44 | 0.84 | 6.21 |
kNN | 0.66 | 0.66 | 0.49 | 0.38 | 0.56 | 0.48 | 0.56 | 6.75 | 7.70 |
RF | 0.89 | 0.64 | 0.63 | 0.11 | 0.41 | 0.22 | 0.52 | 2.96 | 7.20 |
RVM | 0.89 | 0.73 | 0.69 | 0.12 | 0.34 | 0.29 | 0.40 | 3.93 | 5.44 |
Mean squared forecast error.
Mean absolute forecast error.
Mean absolute percentage forecast error.