Table 4.
Series | Proposed | MLP | ANFIS | RF | SVR | MARS | LASSO |
---|---|---|---|---|---|---|---|
Static forecasting | |||||||
IA | 0.999703 | 0.991793 | 0.992093 | 0.992957 | 0.992777 | 0.988731 | 0.990769 |
TI | 0.027424 | 0.055312 | 0.044386 | 0.039149 | 0.038274 | 0.048718 | 0.047633 |
DA | 0.989514 | 0.971166 | 0.973414 | 0.980486 | 0.981639 | 0.962394 | 0.967938 |
NSE | 0.998841 | 0.998020 | 0.994762 | 0.995152 | 0.994953 | 0.987845 | 0.983132 |
Dynamic forecasting | |||||||
IA | 0.999542 | 0.991766 | 0.992069 | 0.992944 | 0.992759 | 0.988716 | 0.990734 |
TI | 0.028139 | 0.055327 | 0.044405 | 0.039162 | 0.038283 | 0.048728 | 0.047669 |
DA | 0.988408 | 0.971154 | 0.973398 | 0.980474 | 0.981627 | 0.962367 | 0.967917 |
NSE | 0.998593 | 0.998007 | 0.994741 | 0.995127 | 0.994938 | 0.987823 | 0.983113 |