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Predicting the Term Structure of Interest Rates: Incorporating Parameter Uncertainty, Model Uncertainty and Macroeconomic Information

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Author Info
Michiel D. de Pooter () (Erasmus Universiteit Rotterdam)
Francesco Ravazzolo () (Erasmus Universiteit Rotterdam)
Dick van Dijk () (Erasmus Universiteit Rotterdam)

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Abstract

We forecast the term structure of U.S. Treasury zero-coupon bond yields by analyzing a range of models that have been used in the literature. We assess the relevance of parameter uncertainty by examining the added value of using Bayesian inference compared to frequentist estimation techniques, and model uncertainty by combining forecasts from individual models. Following current literature we also investigate the benefits of incorporating macroeconomic information in yield curve models. Our results show that adding macroeconomic factors is very beneficial for improving the out-of-sample forecasting performance of individual models. Despite this, the predictive accuracy of models varies over time considerably, irrespective of using the Bayesian or frequentist approach. We show that mitigating model uncertainty by combining forecasts leads to substantial gains in forecasting performance, especially when applying Bayesian model averaging.

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Paper provided by Tinbergen Institute in its series Tinbergen Institute Discussion Papers with number 07-028/4.

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Date of creation: 09 Mar 2007
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Handle: RePEc:dgr:uvatin:20070028

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Related research
Keywords: Term structure of interest rates; Nelson-Siegel model; Affine term structure model; forecast combination; Bayesian analysis;

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Find related papers by JEL classification:
C5 - Mathematical and Quantitative Methods - - Econometric Modeling
C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Bayesian Analysis
C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions
E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Determination of Interest Rates; Term Structure of Interest Rates
E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation
F47 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Forecasting and Simulation

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References listed on IDEAS
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    Other versions:
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    Other versions:
  3. Leo Krippner, 2005. "An Intertemporally-Consistent and Arbitrage-Free Version of the Nelson and Siegel Class of Yield Curve Models," Working Papers in Economics 05/01, University of Waikato, Department of Economics. [Downloadable!]
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  21. Hordahl, Peter & Tristani, Oreste & Vestin, David, 2006. "A joint econometric model of macroeconomic and term-structure dynamics," Journal of Econometrics, Elsevier, vol. 131(1-2), pages 405-444. [Downloadable!] (restricted)
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  22. Diebold, Francis X & Mariano, Roberto S, 1995. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(3), pages 253-63, July.
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Clive Bowsher & Roland Meeks, 2008. "The Dynamics of Economic Functions: Modelling and Forecasting the Yield Curve," OFRC Working Papers Series 2008fe24, Oxford Financial Research Centre. [Downloadable!]
    Other versions:
  2. David Jamieson Bolder & Yuliya Romanyuk, 2008. "Combining Canadian Interest-Rate Forecasts," Working Papers 08-34, Bank of Canada. [Downloadable!]
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