Analyzing the term structure of interest rates using the dynamic Nelson-Siegel model with time-varying parameters
In this article we introduce time-varying parameters in the dynamic Nelson-Siegel yield curve model for the simultaneous analysis and forecasting of interest rates of different maturities. The Nelson-Siegel model has been recently reformulated as a dynamic factor model with vector autoregressive factors. We extend this framework in two directions. First, the factor loadings in the Nelson-Siegel yield model depend on a single loading parameter that we treat as the fourth latent factor. Second, we specify the overall volatility as a generalized autoregressive conditional heteroscedasticity (GARCH) process. We present empirical evidence of considerable increases in within-sample goodness of fit for these advances in the dynamic Nelson-Siegel model.
|Keywords||Extended Kalman filter, Generalized autoregressive conditional heteroscedasticity model, Time-varying volatility, Yield curve|
|Persistent URL||dx.doi.org/10.1198/jbes.2009.07295, hdl.handle.net/1765/22083|
Koopman, S.J., Mallee, M.I.P., & van der Wel, M.. (2010). Analyzing the term structure of interest rates using the dynamic Nelson-Siegel model with time-varying parameters. Journal of Business and Economic Statistics, 28(3), 329–343. doi:10.1198/jbes.2009.07295