Table 9: Models’ performance using Desharnais dataset.

Model typeModelMMREPRED (25)EF

IndividualMLP78.2420.00.25
SVR73.8333.30.45
ANFIS105.7020.00.19

Homogeneous ensemble
(MLP)
HM-MLP-[Avg]68.6826.70.38
HM-MLP-[WtAvg]69.3426.70.38
HM-MLP-[MLP]81.7920.00.24
HM-MLP-[SVR]90.7926.70.29
HM-MLP-[FIS-FCM]78.9426.70.33
HM-MLP-[FIS-SC]62.2126.70.42
HM-MLP-[ANFIS-FCM]62.8426.70.42
HM-MLP-[ANFIS-SC]62.0526.70.42

Homogeneous ensemble
(SVR)
HM-SVR-[Avg]59.0140.00.67
HM-SVR-[WtAvg]59.0340.00.67
HM-SVR-[MLP]83.9720.00.24
HM-SVR-[SVR]93.0326.70.28
HM-SVR-[FIS-FCM]97.4513.30.14
HM-SVR-[FIS-SC]82.0820.00.24
HM-SVR-[ANFIS-FCM]81.9720.00.24
HM-SVR-[ANFIS-SC]76.5726.70.34

Homogeneous ensemble
(ANFIS)
HM-ANFIS-[Avg]115.3220.00.17
HM-ANFIS-[WtAvg]105.8820.00.19
HM-ANFIS-[MLP]107.5326.70.25
HM-ANFIS-[SVR]90.8026.70.29
HM-ANFIS-[FIS-FCM]104.2913.30.13
HM-ANFIS-[FIS-SC]92.216.70.07
HM-ANFIS-[ANFIS-FCM]4850.6013.30.00
HM-ANFIS-[ANFIS-SC]91.5413.30.14

Heterogeneous ensemble
(MLP, SVR, ANFIS)
HT-(MLP, SVR, ANFIS)-[Avg]66.1333.30.50
HT-(MLP, SVR, ANFIS)-[WtAvg]66.8626.70.39
HT-(MLP, SVR, ANFIS)-[MLP]79.3033.30.42
HT-(MLP, SVR, ANFIS)-[SVR]92.4926.70.29
HT-(MLP, SVR, ANFIS)-[FIS-FCM]85.2920.00.23
HT-(MLP, SVR, ANFIS)-[FIS-SC]63.6020.00.31
HT-(MLP, SVR, ANFIS)-[ANFIS-FCM]76.1440.00.52
HT-(MLP, SVR, ANFIS)-[ANFIS-SC]68.2020.00.29