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Model uncertainty, state uncertainty, and state-space models

  • Yulei Luo
  • Jun Nie
  • Eric R. Young

This technical paper considers ways to capture uncertainty in the context of so-called "state-space" models. ; State-space models are powerful tools commonly used in macroeconomics, international economics, and finance. State-space models can generate estimates of an underlying, ultimately unobserved variable—such as the natural rate of unemployment—based on the movements of other variables that are observed and have some relationship to the unobserved variable. The paper shows how several macroeconomic models can be mapped to the state-space framework, thus helping quantify uncertainty about the true model (model uncertainty) or about the amount of information available when decisions are made (state uncertainty).

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File URL: http://kansascityfed.org/publicat/reswkpap/pdf/rwp12-02.pdf
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Paper provided by Federal Reserve Bank of Kansas City in its series Research Working Paper with number RWP 12-02.

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Date of creation: 2012
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Handle: RePEc:fip:fedkrw:rwp12-02
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  1. Yulei Luo & Jun Nie & Eric R. Young, 2012. "Model uncertainty and intertemporal tax smoothing," Research Working Paper RWP 12-01, Federal Reserve Bank of Kansas City.
  2. Yulei Luo & Jun Nie & Eric R. Young, 2010. "Robustness, information-processing constraints, and the current account in small open economies," Research Working Paper RWP 10-17, Federal Reserve Bank of Kansas City.
  3. Aguiar, Mark & Gopinath, Gita, 2007. "Emerging Market Business Cycles: The Cycle is the Trend," Scholarly Articles 11988098, Harvard University Department of Economics.
  4. Lars Peter Hansen & Thomas J. Sargent & Thomas D. Tallarini Jr., 1997. "Robust Permanent Income and Pricing," Levine's Working Paper Archive 596, David K. Levine.
  5. Luo, Yulei & Nie, Jun & Young, Eric R., 2014. "Robust control, informational frictions, and international consumption correlations," European Economic Review, Elsevier, vol. 67(C), pages 1-27.
  6. Yulei Luo & Eric R. Young, 2010. "Risk-Sensitive Consumption and Savings under Rational Inattention," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(4), pages 281-325, October.
  7. Yulei Luo, 2005. "Consumption Dynamics under Information Processing Constraints," Macroeconomics 0505011, EconWPA, revised 03 Jun 2005.
  8. Barro, Robert J, 1979. "On the Determination of the Public Debt," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 940-71, October.
  9. Hansen, Lars Peter & Sargent, Thomas J. & Wang, Neng E., 2002. "Robust Permanent Income And Pricing With Filtering," Macroeconomic Dynamics, Cambridge University Press, vol. 6(01), pages 40-84, February.
  10. Maurice Obstfeld & Kenneth S. Rogoff, 1996. "Foundations of International Macroeconomics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262150476, June.
  11. Huang, Chao-Hsi & Lin, Kenneth S., 1993. "Deficits, government expenditures, and tax smoothing in the United States: 1929-1988," Journal of Monetary Economics, Elsevier, vol. 31(3), pages 317-339, June.
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