Table 7: Models’ performance using Maxwell dataset.

Model typeModelMMREPRED(25)EF

IndividualMLP74.8025.00.33
SVR101.3133.30.33
ANFIS190.4916.70.09

Homogeneous ensemble
(MLP)
HM-MLP-[Avg]53.2425.00.46
HM-MLP-[WtAvg]66.0316.70.25
HM-MLP-[MLP]109.238.30.08
HM-MLP-[SVR]141.4916.70.12
HM-MLP-[FIS-FCM]82.5616.70.20
HM-MLP-[FIS-SC]64.3625.00.38
HM-MLP-[ANFIS-FCM]2969.1733.30.01
HM-MLP-[ANFIS-SC]60.5333.30.54

Homogeneous ensemble
(SVR)
HM-SVR-[Avg]77.7425.00.32
HM-SVR-[WtAvg]100.8716.70.16
HM-SVR-[MLP]85.2633.30.39
HM-SVR-[SVR]139.3316.70.12
HM-SVR-[FIS-FCM]106.4316.70.16
HM-SVR-[FIS-SC]78.9225.00.31
HM-SVR-[ANFIS-FCM]43183.760.00.00
HM-SVR-[ANFIS-SC]66.4625.00.37

Homogeneous ensemble
(ANFIS)
HM-ANFIS-[Avg]64.0625.00.38
HM-ANFIS-[WtAvg]65.8825.00.37
HM-ANFIS-[MLP]92.258.30.09
HM-ANFIS-[SVR]139.3416.70.12
HM-ANFIS-[FIS-FCM]119.378.30.07
HM-ANFIS-[FIS-SC]75.2525.00.33
HM-ANFIS-[ANFIS-FCM]419245.178.30.00
HM-ANFIS-[ANFIS-SC]59.8925.00.41

Heterogeneous ensemble
(MLP, SVR, ANFIS)
HT-(MLP, SVR, ANFIS)-[Avg]63.3116.70.26
HT-(MLP, SVR, ANFIS)-[WtAvg]63.7916.70.26
HT-(MLP, SVR, ANFIS)-[MLP]96.198.30.09
HT-(MLP, SVR, ANFIS)-[SVR]167.0816.70.10
HT-(MLP, SVR, ANFIS)-[FIS-FCM]114.270.00.00
HT-(MLP, SVR, ANFIS)-[FIS-SC]62.3425.00.39
HT-(MLP, SVR, ANFIS)-[ANFIS-FCM]312667.248.30.00
HT-(MLP, SVR, ANFIS)-[ANFIS-SC]59.4925.00.41