Research Article

Intelligent Soft Computing on Forex: Exchange Rates Forecasting with Hybrid Radial Basis Neural Network

Table 9

Comparison of predictive qualities (out-of-sample predictions, 1-day horizon).

ModelError distributionMSEMAPE

AR(0)-ARCH(5)Gaussian0.000017090.319356
Student0.000017200.320744
GED0.000017180.320459

AR(0)-ARCH(7)Gaussian0.000017080.319096
Student0.000017170.320443
GED0.000017140.320122

AR(0)-GARCH(1,1)Gaussian0.000017090.319374
Student0.000017150.320223
GED0.000017140.320117

AR(0)-EGARCH(1,1,1)Gaussian0.000017060.318886
Student0.000017140.320108
GED0.000017110.319692

AR(0)-PGARCH(1,1,1)Gaussian0.000017060.318916
Student0.000017110.319660
GED0.000017120.319719

AR(0)-TGARCH(1,1,1)Gaussian0.000017060.318897
Student0.000017120.319767
GED0.000017120.319699