Byrne, Joseph and Cao, Shuo and Korobilis, Dimitris (2015): Term Structure Dynamics, Macro-Finance Factors and Model Uncertainty.
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Abstract
This paper extends the Nelson-Siegel linear factor model by developing a flexible macro-finance framework for modeling and forecasting the term structure of US interest rates. Our approach is robust to parameter uncertainty and structural change, as we consider instabilities in parameters and volatilities, and our model averaging method allows for investors' model uncertainty over time. Our time-varying parameter Nelson-Siegel Dynamic Model Averaging (NS-DMA) predicts yields better than standard benchmarks and successfully captures plausible time-varying term premia in real time. The proposed model has significant in-sample and out-of-sample predictability for excess bond returns, and the predictability is of economic value.
Item Type: | MPRA Paper |
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Original Title: | Term Structure Dynamics, Macro-Finance Factors and Model Uncertainty |
Language: | English |
Keywords: | Term Structure of Interest Rates; Nelson-Siegel; Dynamic Model Averaging; Bayesian Methods; Term Premia. |
Subjects: | C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C32 - Time-Series Models ; Dynamic Quantile Regressions ; Dynamic Treatment Effect Models ; Diffusion Processes ; State Space Models C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C52 - Model Evaluation, Validation, and Selection E - Macroeconomics and Monetary Economics > E4 - Money and Interest Rates > E43 - Interest Rates: Determination, Term Structure, and Effects E - Macroeconomics and Monetary Economics > E4 - Money and Interest Rates > E47 - Forecasting and Simulation: Models and Applications G - Financial Economics > G1 - General Financial Markets > G11 - Portfolio Choice ; Investment Decisions G - Financial Economics > G1 - General Financial Markets > G17 - Financial Forecasting and Simulation |
Item ID: | 63844 |
Depositing User: | Dimitris Korobilis |
Date Deposited: | 25 Apr 2015 13:48 |
Last Modified: | 02 Oct 2019 14:48 |
References: | Altavilla, Carlo, Raffaella Giacomini, and Giuseppe Ragusa. 2014. “Anchoring the Yield Curve Using Survey Expectations.” European Central Bank Working Paper Series 1632. Anderson, B., Peter J. Hammond, and Cyrus A. Ramezani. 2010. “Affine models of the joint dynamics of exchange rates and interest rates.” Journal of Financial and Quantitative Analysis, 45(5): 1341–1365. Andrews, Donald WK. 1993. “Tests for parameter instability and structural change with unknown change point.” Econometrica: Journal of the Econometric Society, 61(4): 821–856. Andrews, Donald W.K., and Werner Ploberger. 1994. “Optimal tests when a nuisance parameter is present only under the alternative.” Econometrica, 62(6): 1383–1414. Ang, Andrew, and Monika Piazzesi. 2003. “A no-arbitrage vector autoregression of term structure dynamics with macroeconomic and latent variables.” Journal of Monetary Economics, 50(4): 745–787. Ang, Andrew, Sen Dong, and Monika Piazzesi. 2007. “No-arbitrage Taylor rules.” National Bureau of Economic Research Working Paper 13448. Anh, Le, and Scott Joslin. 2013. “Interest rate volatility and no-arbitrage affine term structure models.” University of North Carolina at Chapel Hill Working Paper. Avramov, Doron. 2002. “Stock return predictability and model uncertainty.” Journal of Financial Economics, 64(3): 423–458. Bacchetta, Philippe, and Eric Van Wincoop. 2004. “A scapegoat model of exchange-rate fluctuations.” American Economic Review, 94(2): 114–118. Bansal, Naresh, Robert A. Connolly, and Chris Stivers. 2014. “The stock-bond return relation, the term-structure’s slope, and asset-class risk dynamics.” Journal of Financial and Quantitative Analysis, FirstView: 1–44. Bauer, Michael D., Glenn D. Rudebusch, and Jing Cynthia Wu. 2014. “Comment on ‘term premia and inflation uncertainty: empirical evidence from an international panel dataset’.” American Economic Review, 104(1): 323–337. Bekaert, Geert, Seonghoon Cho, and Antonio Moreno. 2010. “New Keynesian macroeconomics and the term structure.” Journal of Money, Credit and Banking, 42(1): 33–62. Bernanke, Ben, Mark Gertler, and Simon Gilchrist. 1996. “The financial accelerator and the flight to quality.” The Review of Economics and Statistics, 78(1). Bernanke, Ben, Vincent Reinhart, and Brian Sack. 2004. “Monetary policy alternatives at the zero bound: An empirical assessment.” Brookings Papers on Economic Activity, 2004(2): 1–100. Bianchi, Francesco, Haroon Mumtaz, and Paolo Surico. 2009. “The great moderation of the term structure of UK interest rates.” Journal of Monetary Economics, 56(6): 856–871. Björk, Tomas, and Bent Jesper Christensen. 1999. “Interest rate dynamics and consistent forward rate curves.” Mathematical Finance, 9(4): 323–348. Campbell, John Y., and Robert J. Shiller. 1991. “Yield spreads and interest rate movements: A bird’s eye view.” The Review of Economic Studies, 58(3): 495–514. Campbell, John Y., and Samuel B. Thompson. 2008. “Predicting excess stock returns out of sample: Can anything beat the historical average?” Review of Financial Studies, 21(4): 1509–1531. Carriero, Andrea, and Raffaella Giacomini. 2011. “How useful are no-arbitrage restrictions for forecasting the term structure of interest rates?” Journal of Econometrics, 164(1): 21–34. Chow, Gregory C. 1960. “Tests of equality between sets of coefficients in two linear regressions.” Econometrica, 28(3): 591–605. Christensen, Jens H. E., and Glenn D. Rudebusch. 2012. “The response of interest rates to US and UK quantitative easing.” The Economic Journal, 122(564): F385–F414. Christensen, Jens H.E., Francis X. Diebold, and Glenn D. Rudebusch. 2011. “The affine arbitrage-free class of Nelson-Siegel term structure models.” Journal of Econometrics, 164(1): 4–20. Christensen, Jens H.E., Jose A. Lopez, and Glenn D. Rudebusch. 2010. “Inflation expectations and risk premiums in an arbitrage-free model of nominal and real bond yields.” Journal of Money, Credit and Banking, 42(s1): 143–178. Cieslak, Anna, and Pavol Povala. 2014. “Expecting the fed.” Northwestern University Working Paper. Cieslak, Anna, and Pavol Povala. 2015. “Information in the term structure of yield curve volatility.” Journal of Finance, Forthcoming. Clark, Todd E., and Kenneth D. West. 2006. “Using out-of-sample mean squared prediction errors to test the martingale difference hypothesis.” Journal of Econometrics, 135(1): 155–186. Clark, Todd E., and Kenneth D. West. 2007. “Approximately normal tests for equal predictive accuracy in nested models.” Journal of Econometrics, 138(1): 291–311. Cochrane, John H., and Monika Piazzesi. 2005. “Bond risk premia.” American Economic Review, 95(1): 138–160. Cochrane, John H., and Monika Piazzesi. 2009. “Decomposing the yield curve.” AFA 2010 Atlanta Meetings Paper. Coroneo, Laura, Domenico Giannone, and Michèle Modugno. 2014. “Unspanned macroeconomic factors in the yields curve.” Board of Governors of the Federal Reserve System Working Paper 57. Coroneo, Laura, Ken Nyholm, and Rositsa Vidova-Koleva. 2011. “How arbitrage-free is the Nelson-Siegel model?” Journal of Empirical Finance, 18(3): 393–407. Creal, Drew D., and Jing Cynthia Wu. 2015. “Estimation of affine term structure models with spanned or unspanned stochastic volatility.” Journal of Econometrics, 185(1): 60–81. Cremers, K.J. Martijn. 2002. “Stock return predictability: A Bayesian model selection perspective.” Review of Financial Studies, 15(4): 1223–1249. D’Agostino, Antonello, Domenico Giannone, and Paolo Surico. 2006. “(Un)Predictability and macroeconomic stability.” European Central Bank Working Paper Series 0605. Dai, Qiang, and Kenneth J. Singleton. 2003. “Term Structure Dynamics in Theory and Reality.” Review of Financial Studies, 16(3): 631–678. Della Corte, Pasquale, Lucio Sarno, and Daniel L. Thornton. 2008. “The expectation hypothesis of the term structure of very short-term rates: Statistical tests and economic value.” Journal of Financial Economics, 89(1): 158–174. Dewachter, Hans, and Leonardo Iania. 2012. “An extended macro-finance model with financial factors.” Journal of Financial and Quantitative Analysis, 46(06): 1893–1916. Dewachter, Hans, and Marco Lyrio. 2008. “Learning, macroeconomic dynamics and the term structure of interest rates.” In Asset Prices and Monetary Policy. 191–245. University of Chicago Press. Dewachter, Hans, Leonardo Iania, and Marco Lyrio. 2014. “Information in the yield curve: A Macro-Finance approach.” Journal of Applied Econometrics, 29(1): 42–64. Diebold, Francis X., and Canlin Li. 2006. “Forecasting the term structure of government bond yields.” Journal of Econometrics, 130(2): 337–364. Diebold, Francis X., and G.D. Rudebusch. 2013. Yield Curve Modeling and Forecasting: The Dynamic Nelson-Siegel Approach. The Econometric and Tinbergen Institutes Lectures, Princeton University Press. Diebold, Francis X., and Roberto S. Mariano. 1995. “Comparing Predictive Accuracy.” Journal of Business and Economic Statistics, 13(3). Diebold, Francis X., Glenn D. Rudebusch, and S. Boraˇgan Aruoba. 2006. “The macroeconomy and the yield curve: A dynamic latent factor approach.” Journal of Econometrics, 131(1): 309–338. Duffee, Gregory R. 2002. “Term premia and interest rate forecasts in affine models.” Journal of Finance, 57(1): 405–443. Duffee, Gregory R. 2011a. “Forecasting with the term structure: The role of no-arbitrage restrictions.” Johns Hopkins University, Department of Economics Working Paper. Duffee, Gregory R. 2011b. “Information in (and not in) the term structure.” Review of Financial Studies, 24(9): 2895–2934. Duffee, Gregory R. 2013. “Bond pricing and the macroeconomy.” In Handbook of the Economics of Finance. Vol. 2, Part B, , ed. George M. Constantinides, Milton Harris and Rene M. Stulz, 907–967. Elsevier. Duffee, Gregory R. 2014. “Expected inflation and other determinants of Treasury yields.” Johns Hopkins University, Department of Economics Working Paper. Elliott, Graham, and Allan Timmermann. 2008. “Economic forecasting.” Journal of Economic Literature, 46(1): 3–56. Estrella, Arturo, and Frederic S. Mishkin. 1998. “Predicting US recessions: Financial variables as leading indicators.” Review of Economics and Statistics, 80(1): 45–61. Evans, Charles L., and David A. Marshall. 2007. “Economic determinants of the nominal treasury yield curve.” Journal of Monetary Economics, 54(7): 1986–2003. Feng, Ziding D., and Charles E. McCulloch. 1996. “Using bootstrap likelihood ratios in finite mixture models.” Journal of the Royal Statistical Society. Series B (Methodological), 609–617. Feunou, Bruno, Jean-Sébastien Fontaine, and Anh Le. 2014. “Term structure modeling when monetary policy is unconventional: A new approach.” Bank of Canada Working Paper. Filipovic, Damir. 1999. “A note on the Nelson–Siegel family.” Mathematical Finance, 9(4): 349–359. Fontaine, Jean-Sébastien, and René Garcia. 2012. “Bond liquidity premia.” Review of Financial Studies, 25(4): 1207–1254. Geweke, John, and Gianni Amisano. 2010. “Comparing and evaluating Bayesian predictive distributions of asset returns.” International Journal of Forecasting, 26(2): 216–230. Gürkaynak, Refet S., and Jonathan H. Wright. 2012. “Macroeconomics and the term structure.” Journal of Economic Literature, 50(2): 331–367. Gürkaynak, Refet S., Brian Sack, and Jonathan H. Wright. 2007. “The US Treasury yield curve: 1961 to the present.” Journal of Monetary Economics, 54(8): 2291–2304. Hanson, Bruce E. 2002. “Tests for parameter instability in regressions with I(1) processes.” Journal of Business and Economic Statistics, 20(1): 45–59. Harvey, Campbell R. 1988. “The real term structure and consumption growth.” Journal of Financial Economics, 22(2): 305–333. Hautsch, Nikolaus, and Fuyu Yang. 2012. “Bayesian inference in a stochastic volatility Nelson-Siegel model.” Computational Statistics and Data Analysis, 56(11): 3774–3792. Hördahl, Peter, Oreste Tristani, and David Vestin. 2006. “A joint econometric model of macroeconomic and term-structure dynamics.” Journal of Econometrics, 131(1): 405–444. Hu, Grace Xing, Jun Pan, and Jiang Wang. 2013. “Noise as information for illiquidity.” The Journal of Finance, 68(6): 2341–2382. Joslin, Scott, Anh Le, and Kenneth J. Singleton. 2013. “Gaussian macro-finance term structure models with lags.” Journal of Financial Econometrics, 11(4): 581–609. Joslin, Scott, Kenneth J. Singleton, and Haoxiang Zhu. 2011. “A new perspective on Gaussian dynamic term structure models.” Review of Financial Studies, 24(3): 926–970. Joslin, Scott, Marcel Priebsch, and Kenneth J. Singleton. 2014. “Risk premiums in dynamic term structure models with unspanned macro risks.” The Journal of Finance, 69(3): 1197–1233. Kim, Don H. 2009. “Challenges in Macro-Finance modeling.” Federal Reserve Bank of St. Louis Review, 91(5, Part 2): 519–44. Kim, Don H., and Athanasios Orphanides. 2012. “Term structure estimation with survey data on interest rate forecasts.” Journal of Financial and Quantitative Analysis, 47(01): 241–272. Kim, Don H., and Jonathan H. Wright. 2005. “An arbitrage-free three-factor term structure model and the recent behavior of long-term yields and distant-horizon forward rates.” Board of Governors of the Federal Reserve System Working Paper. Koop, Gary, and Dimitris Korobilis. 2012. “Forecasting inflation using Dynamic Model Averaging.” International Economic Review, 53(3): 867–886. Koop, Gary, and Dimitris Korobilis. 2013. “Large time-varying parameter VARs.” Journal of Econometrics, 177(2): 185–198. Koopman, Siem Jan, Max I.P. Mallee, and Michel Van der Wel. 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. Krippner, Leo. 2015. “A theoretical foundation for the Nelson-Siegel class of yield curve models.” Journal of Applied Econometrics, 30(1): 97–118. Kurmann, André, and Christopher Otrok. 2013. “News shocks and the slope of the term structure of interest rates.” American Economic Review, 103(6): 2612–32. Litterman, Robert B., José Scheinkman, and Laurence Weiss. 1991. “Volatility and the yield curve.” The Journal of Fixed Income, 1(1): 49–53. Ludvigson, Sydney C., and Serena Ng. 2009. “Macro factors in bond risk premia.” Review of Financial Studies, 22(12): 5027–5067. McCulloch, J. Huston. 2007. “The Kalman foundations of adaptive least squares, with application to US inflation.” Ohio State University Working Paper. Neftci, Salih. 2004. Principles of Financial Engineering. Academic Press Inc. Nelson, Charles R., and Andrew F. Siegel. 1987. “Parsimonious modeling of yield curves.” Journal of Business, 60(4): 473–489. Nyblom, Jukka. 1989. “Testing for the constancy of parameters over time.” Journal of the American Statistical Association, 84(405): 223–230. Orphanides, Athanasios, and Min Wei. 2012. “Evolving macroeconomic perceptions and the term structure of interest rates.” Journal of Economic Dynamics and Control, 36(2): 239– 254. Piazzesi, Monika. 2010. “Affine term structure models.” In Handbook of Financial Econometrics. Vol. 1, 691–766. Elsevier. Piazzesi, Monika, and Martin Schneider. 2007. “Equilibrium yield curves.” In NBER Macroeconomics Annual 2006, Volume 21. 389–472. MIT Press. Prado, R., and M. West. 2010. Time Series: Modeling, Computation, and Inference. Chapman & Hall/CRC Texts in Statistical Science, Taylor & Francis. Quandt, Richard E. 1960. “Tests of the hypothesis that a linear regression system obeys two separate regimes.” Journal of the American statistical Association, 55(290): 324–330. Raftery, Adrian E., Miroslav Kárn`y, and Pavel Ettler. 2010. “Online prediction under model uncertainty via dynamic model averaging: Application to a cold rolling mill.” Technometrics, 52(1): 52–66. Rapach, David E., Jack K. Strauss, and Guofu Zhou. 2009. “Out-of-sample equity premium prediction: Combination forecasts and links to the real economy.” Review of Financial Studies, 23(2): 821–862. Rauch, Herbert E., C.T. Striebel, and F. Tung. 1965. “Maximum likelihood estimates of linear dynamic systems.” AIAA Journal, 3(8): 1445–1450. Rossi, Barbara. 2005. “Optimal tests for nested model selection with underlying parameter instability.” Econometric theory, 21(05): 962–990. Sarno, Lucio, Daniel L. Thornton, and Giorgio Valente. 2007. “The empirical failure of the expectations hypothesis of the term structure of bond yields.” Journal of Financial and Quantitative Analysis, 42(01): 81–100. Siegel, Andrew F., and Charles R. Nelson. 1988. “Long-term behavior of yield curves.” Journal of Financial and Quantitative Analysis, 23(01): 105–110. Smith, Josephine M., and John B. Taylor. 2009. “The term structure of policy rules.” Journal of Monetary Economics, 56(7): 907–917. Stock, James H., and Mark W. Watson. 2002. “Forecasting using principal components from a large number of predictors.” Journal of the American Statistical Association, 97(460): 1167–1179. Tang, Huarong, and Yihong Xia. 2007. “An international examination of affine term structure models and the expectations hypothesis.” Journal of Financial and Quantitative Analysis, 42(01): 41–80. Thornton, Daniel L, and Giorgio Valente. 2012. “Out-of-sample predictions of bond excess returns and forward rates: An asset allocation perspective.” Review of Financial Studies, 25(10): 3141–3168. Van Dijk, Dick, Siem Jan Koopman, Michel Van der Wel, and Jonathan H. Wright. 2014. “Forecasting interest rates with shifting endpoints.” Journal of Applied Econometrics, 29(5): 693–712. Welch, Ivo, and Amit Goyal. 2008. “A comprehensive look at the empirical performance of equity premium prediction.” Review of Financial Studies, 21(4): 1455–1508. West, Mike, and Jeff Harrison. 1997. Bayesian Forecasting and Dynamic Models. Springer- Verlag New York, Inc. Wheelock, David C., and Mark E. Wohar. 2009. “Can the term spread predict output growth and recessions? A survey of the literature.” Federal Reserve Bank of St. Louis Review, 91(Part 1): 419–440. Wright, Jonathan H. 2006. “The yield curve and predicting recessions.” Divisions of Research and Statistics and Monetary Affairs, Federal Reserve Board Working Paper 07. Wright, Jonathan H. 2011. “Term premia and inflation uncertainty: Empirical evidence from an international panel dataset.” American Economic Review, 101(4): 1514–1534. Zhou, Guofu, and Xiaoneng Zhu. 2014. “What drives the international bond risk premia?” Washington University Working Paper. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/63844 |