Table 3 The performance indices of the MLAs.
MLA | Execution time (sec) | RMSE | AE | RE (%) | RRSE | NAE | R (%) |
|---|---|---|---|---|---|---|---|
LR | 3 | 0.025 | 0.017 | 12.26 | 0.088 | 0.069 | 99.6 |
PR | 43 | 0.238 | 0.119 | 797.23 | 0.836 | 0.471 | 75.1 |
GBT | 6 | 0.106 | 0.094 | 665.77 | 0.374 | 0.371 | 99.7 |
RF | 20 | 0.022 | 0.015 | 7.32 | 0.076 | 0.06 | 99.7 |
DT | 1 | 0.023 | 0.016 | 6.04 | 0.081 | 0.063 | 99.7 |
NN | 12 | 0.024 | 0.017 | 33.65 | 0.083 | 0.069 | 99.7 |
DL | 18 | 0.022 | 0.015 | 12.48 | 0.076 | 0.061 | 99.7 |
K-NN | 39 | 0.024 | 0.017 | 17.31 | 0.083 | 0.066 | 99.7 |
SVM | 149 | 0.091 | 0.063 | 39.35 | 0.091 | 0.071 | 99.6 |