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Forecasting Imports And Exports Of Turkey Using Artificial Intelligence Methods

Table 2:

Method Iteration Number Parameters Results(Mean) Results(Min) Results(Max) Results(Std)
ANN 1000 Hidden Neurons: 30 and 20 7.24 6.53 8.24 0.71
ANN 1000 Hidden Neurons: 30 and 10 8.21 7.44 9.05 0.58
ANN 1000 Hidden Neurons: 20 and 20 8.04 7.28 9.15 0.68
ANN 1000 Hidden Neurons: 20 and 10 9.22 7.83 10.10 0.86
ANN 100 Hidden Neurons: 30 and 20 17.49 15.80 18.60 1.02
ANN 100 Hidden Neurons: 30 and 10 23.59 22.36 25.04 1.01
ANN 100 Hidden Neurons: 20 and 20 25.05 24.29 25.60 0.48
ANN 100 Hidden Neurons: 20 and 10 29.60 27.66 31.07 1.32
ANFIS 1000 Number of Rules: 5 7.40 7.40 7.40 0
ANFIS 100 Number of Rules: 5 6.12 6.12 6.12 0
ANFIS 1000 Number of Rules: 8 6.56 6.56 6.56 9E-16
ANFIS 100 Number of Rules: 8 6.13 6.13 6.13 0
ANFIS 1000 Number of Rules: 10 7.37 7.37 7.37 0
ANFIS 100 Number of Rules: 10 7.19 7.19 7.19 9E-16
LSE - 5 Degree Polynomial Curve 6.17 6.17 6.17 0
LSE - 6 Degree Polynomial Curve 5.97 5.97 5.97 0
LSE - 7 Degree Polynomial Curve 5.67 5.67 5.67 0
LSE - 8 Degree Polynomial Curve 6.24 6.24 6.24 0
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