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Forecasting Imports And Exports Of Turkey Using Artificial Intelligence Methods

Table 1:

Method Iteration Number Parameters Results(Mean) Results(Min) Results(Max) Results(Std)
ANN 1000 Hidden Neurons: 30 and 20 4.53 4.11 4.96 0.32
ANN 1000 Hidden Neurons: 30 and 10 4.67 4.11 5.48 0.53
ANN 1000 Hidden Neurons: 20 and 20 4.44 4.24 4.62 0.16
ANN 1000 Hidden Neurons: 20 and 10 5.07 4.45 5.41 0.38
ANN 100 Hidden Neurons: 30 and 20 7.69 7.49 8.10 0.25
ANN 100 Hidden Neurons: 30 and 10 10.95 9.62 12.38 1.09
ANN 100 Hidden Neurons: 20 and 20 10.67 10.29 11.40 0.46
ANN 100 Hidden Neurons: 20 and 10 14.77 14.30 16.04 0.74
ANFIS 1000 Number of Rules: 5 7.04 7.04 7.04 9E-16
ANFIS 100 Number of Rules: 5 3.78 3.78 3.78 5E-16
ANFIS 1000 Number of Rules: 8 3.70 3.70 3.70 5E-16
ANFIS 100 Number of Rules: 8 3.63 3.63 3.63 5E-16
ANFIS 1000 Number of Rules: 10 4.94 4.94 4.94 5E-16
ANFIS 100 Number of Rules: 10 3.65 3.65 3.65 5E-16
LSE - 5 Degree Polynomial Curve 4.10 4.10 4.10 5E-16
LSE - 6 Degree Polynomial Curve 3.19 3.19 3.19 5E-16
LSE - 7 Degree Polynomial Curve 3.49 3.49 3.49 5E-16
LSE - 8 Degree Polynomial Curve 3.51 3.51 3.51 5E-16
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