A New Hybrid Approach For Forecasting Interest Rates

被引:7
|
作者
Enke, David [1 ]
Mehdiyev, Nijat [2 ,3 ]
机构
[1] Missouri Univ Sci & Technol, Dept Engn Management & Syst Engn, Rolla, MO 65409 USA
[2] Tech Univ Munich, Dept Finance & Informat Management, Augsburg, Germany
[3] Univ Augsburg, Dept Finance & Informat Management, Augsburg, Germany
来源
关键词
Regression Analysis; Neural Networks; Interest Rate Forecasting; Hybird Model; ARTIFICIAL NEURAL-NETWORKS;
D O I
10.1016/j.procs.2012.09.066
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The dynamic, non-linear, volatile and complex nature of interest rates makes it hard to predict their future movements. In order to deal with these complexities, the authors propose a two-stage neuro-hybrid forecasting model. In the initial data preprocessing stage, multiple regression analysis is implemented to determine the variables that have the strongest prediction ability. The selected variables are then provided as inputs to a Fuzzy Inference Neural Network to forecast future interest rate values. The proposed hybrid model is implemented using data from the U. S. interest rate market.
引用
收藏
页码:259 / 264
页数:6
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