An empirical study of the combination of forecasts in foreign exchange rates forecasting

被引:0
作者
Chang, Yu-Teng
Lo, Chih-Yao
Chen, Pin-Chang
Huang, Yueh-Kuei
机构
来源
PROCEEDINGS OF THE SIXTH IASTED INTERNATIONAL CONFERENCE ON MODELLING, SIMULATION, AND OPTIMIZATION: SCIENCE AND TECHNOLOGY FOR DEVELOPMENT IN THE 21ST CENTURY | 2006年
关键词
neural network; grey theory; foreign exchange rates forecasting;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study develops an integrated forecasting model, which combines artificial neural network and grey system theory based on the combination of forecasts method. This integrated forecasting model is intended to take advantage of grey system theory by transforming the original disorderly raw data into a dimensionless series in order to obtain an appropriate fundamental for the accurate mathematical relations, along with the advantage of artificial neural networks to provide forecasting results by using its learning ability in nonlinear relationships inherent in the data. This study provides evidence on the effectiveness and efficiency of the integration of artificial neural network and grey system theory into a combined expertise construction. The results of this study show that the integrated forecasting model has outperformed the original artificial neural network forecasting model and obtained better forecasting performance in foreign exchange rates forecasting.
引用
收藏
页码:166 / 170
页数:5
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