Abstract
This paper proposes generalized parametric models of the short-term interest rate that nest one-factor CEV and discrete time GARCH models. The paper estimates the generalized and nested models with skewed fat-tailed distributions to determine the correct specification of the conditional distribution of interest rates. The results indicate that the discrete time models that incorporate the level and GARCH effects into the diffusion function and that accommodate the tail-thickness of the interest rate distribution perform much better than the CEV model in forecasting the future volatility of interest rates. The results also show that the significance of nonlinearity in the drift function relies crucially on the specification of the volatility function.
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References
Ahn, D. and B. Gao. (1999). “A Parametric Nonlinear Model of Term Structure Dynamics.” Review of Financial Studies, 12, 721–762.
Ait-Sahalia, Y. (1996a). “Testing Continuous-Time Models of the Spot Interest Rate.” Review of Financial Studies, 9, 385–426.
Ait-Sahalia, Y. (1996b). “Nonparametric Pricing of Interest Rate Derivatives.” Econometrica, 64, 527–560.
Andersen, T.G. and T. Bollerslev. (1998). “Answering the Skeptics: Yes Standard Volatility Models Do Provide Accurate Forecasts.” International Economic Review, 39, 885–905.
Andersen, T.G., T Bollerslev, F.X. Diebold, and H. Ebens. (2001a).“The Distribution of Realized Stock Return Volatility.” Journal of Financial Economics, 61, 43–76.
Andersen, T.G., T. Bollerslev, F.X. Diebold, and P. Labys. (2001b). “The Distribution of Realized Exchange Rate Volatility.” Journal of the American Statistical Association, 96, 42–55.
Andersen, T.G., T. Bollerslev, F.X., Diebold, and P. Labys. (2003). “Modeling and Forecasting Realized Volatility.” Econometrica, 71, 579–626.
Andersen, T.G. and J. Lund. (1997). “Estimating Continuous-Time Stochastic Volatility Models of the Short-Term Interest Rate.” Journal of Econometrics, 77, 343–377.
Bali, T.G. (2000). “Testing the Empirical Performance of Stochastic Volatility Models of the Short-term Interest Rate.” Journal of Financial and Quantitative Analysis, 35, 191–215.
Bali, T.G. (2003). “An Extreme Value Approach to Estimating Volatility and Value at Risk.” Journal of Business, 76, 83–108.
Bali, T.G., N. Cakici, X. Yan, and Z. Zhang. (2005). “Does Idiosyncratic Risk Really Matter?” Journal of Finance, 60, 905–929.
Ball, C.A. and W.N. Torous. (1999) “The Stochastic Volatility of Short-Term Interest Rates: Some International Evidence.” Journal of Finance, 54, 2339–2359.
Barndorff-Nielsen, O.L. and N. Shephard. (2001). “Non-Gaussian OU Based Models and Some of Their Uses in Financial Economics.” Journal of the Royal Statistical Society B, 63, 167–241.
Barndorff-Nielsen, O.L. and N. Shephard. (2002). “Econometric Analysis of Realised Volatility and Its Use in Estimating Stochastic Volatility Models.” Journal of the Royal Statistical Society B, 64, forthcoming.
Blair, B.J., S-H. Poon, and S.J. Taylor. (2001). “Forecasting S&P 100 Volatility: The Incremental Information Content of Implied Volatilities and High-Frequency Index Returns.” Journal of Econometrics, 105, 5–26.
Bollerslev, T. (1986). “Generalized Autoregressive Conditional Heteroscedasticity.” Journal of Econometrics, 31, 307–327.
Bollerslev, T. (1987). “A Conditionally Heteroscedastic Time Series Model for Security Prices and Rates of Return Data.” Review of Economics and Statistics, 59, 542–547.
Bollerslev, T., and J.M. Wooldridge. (1992). “Quasi-Maximum Likelihood Estimation and Inference in Dynamic Models with Time-Varying Covariances.” Econometric Reviews, 11, 143–172.
Box, G. and G.C. Tiao. (1962). “A Further Look at Robustness via Bayes Theorem.” Biometrika, 49, 419–432.
Brenner, R.J., R.H. Harjes, and K.F. Kroner. (1996). “Another Look at Models of the Short-term Interest Rate.” Journal of Financial and Quantitative Analysis, 31, 85–107.
Campbell, J.Y., M. Lettau, B.G. Malkiel, and Y. Xu. (2001). “Have Individual Stocks Become More Volatile? An Empirical Exploration of Idiosyncratic Risk.” Journal of Finance, 56, 1–43.
Chan, K.C., G.A. Karolyi, F.A. Longstaff, and A.B. Sanders. (1992). “An Empirical Comparison of Alternative Models of the Short-Term Interest Rate.” Journal of Finance, 47, 1209–1227.
Chapman, D.A. and Pearson, N.D. (2000). “Is the Short Rate Drift Actually Nonlinear?” Journal of Finance, 55, 355–388.
Conley, T.G., L.P. Hansen, E.G.Z. Luttmer, and J.A. Scheinkman. (1997). “Short-Term Interest Rates As Subordinated Diffusions.” Review of Financial Studies, 10, 525–577.
Cox, J.C., J. Ingersoll, and S. Ross. (1985). “A Theory of the Term Structure of Interest Rates.” Econometrica, 53, 385–407.
Diebold, F.X. and R.S., Mariano. (1995). “Comparing Predictive Accuracy.” Journal of Business and Economic Statistics, 13, 253–263.
Duffie, D., and R. Kan. (1996) “A Yield-Factor Model of Interest Rates.” Mathematical Finance, 6, 379–406.
Durham, G.B. (2002) “Likelihood-Based Specification Analysis of Continuous-Time Models of the Short Term Interest Rate.” Journal of Financial Economics, forthcoming.
Engle, R.F. (1982). “Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation.” Econometrica, 50, 987–1007.
Engle, R.F. (1990) “Discussion: Stock Market Volatility and the Crash of ’87.” Review of Financial Studies, 3, 103–106.
Engle, R.F. and V.K. Ng. (1993).“Measuring and Testing the Impact of News on Volatility.” Journal of Finance, 48, 1749–1778.
French, K.R., G.W. Schwert, and R.F. Stambaugh. (1987). “Expected Stock Returns and Volatility.” Journal of Financial Economics, 19, 3–29.
Goyal, A., and P. Santa-Clara. (2003). “Idiosyncratic Risk Matters!” Journal of Finance, 58, 975–1008.
Glosten, L.R., R. Jagannathan, and D.E. Runkle. (1993). “On the Relation Between the Expected Value and the Volatility of the Nominal Excess Return on Stocks.” Journal of Finance, 48, 1779–1801.
Hansen, B.E. (1994). “Autoregressive Conditional Density Estimation.” International Economic Review, 35, 705–730.
Heston, S. and S. Nandi. (1998). Pricing Bonds and Interest Rate Derivatives Under a Two-Factor Model of Interest Rates with GARCH Volatility: Analytical Solutions and Their Applications. Working Paper, FED Atlanta.
Hsieh, D. (1989). “Modeling Heteroskedasticity in Daily Foreign Exchange Rates.” Journal of Business and Economic Statistics, 7, 307–317.
Jiang, G.J. (1998). “Nonparametric Modeling of U.S. Interest Rate Term Structure Dynamics and Implications on the Prices of Derivative Securities.” Journal of Financial and Quantitative Analysis, 33, 465–497.
Jones, C.S. (2003). “Nonlinear Mean Reversion in the Short-Term Interest Rate.” Review of Financial Studies, 16, 793–843.
Koedijk, K.G., F.G.J.A. Nissen, P.C., Schotman, and C.C.P. Wolff. (1997). “The Dynamics of Short-Term Interest Rate Volatility Reconsidered.” European Finance Review, 1, 105–130.
Longstaff, F.A. and E.S. Schwartz. (1992). “Interest Rate Volatility and the Term Structure: A Two-Factor General Equilibrium Model.” Journal of Finance, 47, 1259–1282.
Marsh, T.A. and E.R. Rosenfeld. (1983). “Stochastic Processes for Interest Rates and Equilibrium Bond Prices.” Journal of Finance, 38, 635–646.
Merton, R.C. (1973). “Theory of Rational Option Pricing.” Bell Journal of Economics and Management Science, 4, 141–183.
Nelson, D.B. (1991). “Conditional Heteroscedasticity in Asset Returns: A New Approach.” Econometrica, 59, 347–370.
Newey, W.K. and K.D. West. (1987). “A Simple, Heteroskedastic and Autocorrelation Consistent Covariance Matrix.” Econometrica, 55, 703–708.
Pritsker, M. (1998). “Nonparametric Density Estimation and Tests of Continuous Time interest Rate Models.” Review of Financial Studies, 11, 449–487.
Schwert, G.W. (1989). “Why Does Stock Market Volatility Change Over Time?” Journal of Finance, 44, 1115–1153.
Sentana, E. (1995) “Quadratic ARCH Models.” Review of Economic Studies, 62, 639–661.
Stanton, R. (1997) “A Nonparametric Model of Term Structure Dynamics and the Market Price of Interest Rate Risk.” Journal of Finance, 52, 1973–2002.
Subbotin, M.T.H. (1923). “On the Law of Frequency of Error.” Matematicheskii Sbornik, 31, 296–301.
Taylor, S.J. (1986). Modeling Financial Time Series. New York: Wiley.
Theodossiou, P. (1994). “The Stochastic Properties of Major Canadian Exchange Rates.” Financial Review, 39, 193–221.
Theodossiou, P. (2001). “Skewness and Kurtosis in Financial Data and the Pricing of Options.” Working Paper, Rutgers University.
Vasicek, O. (1977) “An Equilibrium Characterization of the Term Structure.” Journal of Financial Economics, 5, 177–188.
Zakoian, J.-M. (1994). “Threshold Heteroscedastic Models.” Journal of Economic Dynamics and Control, 18, 931–995.
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Bali, T.G. Modeling the dynamics of interest rate volatility with skewed fat-tailed distributions. Ann Oper Res 151, 151–178 (2007). https://doi.org/10.1007/s10479-006-0116-6
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DOI: https://doi.org/10.1007/s10479-006-0116-6