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Term Structure of Interest Rates Based on Artificial Neural Network

Term Structure of Interest Rates Based on Artificial Neural Network
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摘要 In light of the nonlinear approaching capability of artificial neural networks ( ANN), the term structure of interest rates is predicted using The generalized regression neural network (GRNN) and back propagation (BP) neural networks models. The prediction performance is measured with US interest rate data. Then, RBF and BP models are compared with Vasicek's model and Cox-Ingersoll-Ross (CIR) model. The comparison reveals that neural network models outperform Vasicek's model and CIR model, which are more precise and closer to the real market situation. In light of the nonlinear approaching capability of artificial neural networks ( ANN), the term structure of interest rates is predicted using The generalized regression neural network (GRNN) and back propagation (BP) neural networks models. The prediction performance is measured with US interest rate data. Then, RBF and BP models are compared with Vasicek's model and Cox-Ingersoll-Ross (CIR) model. The comparison reveals that neural network models outperform Vasicek's model and CIR model, which are more precise and closer to the real market situation.
出处 《Journal of Southwest Jiaotong University(English Edition)》 2007年第4期338-343,共6页 西南交通大学学报(英文版)
基金 National Natural Science Foundation of China (No.70471051 & No.70671074)
关键词 Neural network Interest rate Term structure Generalized regression neural network Neural network Interest rate Term structure Generalized regression neural network
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参考文献10

  • 1Merton R C.Theory of rational option pricing[].The Bell Journal of Economics.1973
  • 2Dothan U L.On the term structure of interest rates[].Journal of Financial Economics.1994
  • 3Cox J C,Ingersoll J E,Ross S A.A theory of the term structure of interest rates[].Econometrica.1985
  • 4Longstaff F A,Schwartz E S.Interest rate volatility and the term structure: a two-factor general equilibrium model[].The Journal of Finance.1992
  • 5Hull J,White A.Pricing interest-rate-dependent securi-ties[].Review of Finance.1990
  • 6Jiang G J.Nonparametric modeling of U.S. interest rate term structure dynamics and implications on the prices of derivative securities[].The Journal of Finance.1998
  • 7Wood D,Dasgupta B.Modeling the term structure of sterling interbank interest rates[].The Proceed- ings of the rd International Conference on Neural Net- work in the Capital Markets.1995
  • 8Cottrell M,De Bodt E,Gregoire P.Analyzing shocks on the interest rate structure with Kohonen map[].Conference on Computational Intelligence for Finan- cial Engineering.1996
  • 9Tappinen J.Interest rate forecasting with neural networks[].VATT Discussion Papers.1998
  • 10Fathi A,Mona B S.Estimating term structure of interest rates: neural networks vs one factor parametric models[].University of Sfax-Tunisia Business and Eco- nomics Working Paper.2002

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