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Algorithms for solving dynamic models with occasionally binding constraints

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  • Lawrence J. Christiano
  • Jonas D. M. Fisher

Abstract

We describe several methods for approximating the solution to a model in which inequality constraints occasionally bind, and we compare their performance. We apply the methods to a particular model economy which satisfies two criteria: It is similar to the type of model used in actual research applications, and it is sufficiently simple that we can compute what we presume is virtually the exact solution. We have two results. First, all the algorithms are reasonably accurate. Second, on the basis of speed, accuracy and convenience of implementation, one algorithm dominates the rest. We show how to implement this algorithm in a general multidimensional setting, and discuss the likelihood that the results based on our example economy generalize.

Suggested Citation

  • Lawrence J. Christiano & Jonas D. M. Fisher, . "Algorithms for solving dynamic models with occasionally binding constraints," Staff Report, Federal Reserve Bank of Minneapolis.
  • Handle: RePEc:fip:fedmsr:171
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    1. Ellen R. McGrattan, . "Solving the stochastic growth model with a finite element method," Staff Report, Federal Reserve Bank of Minneapolis.
    2. Heaton, John & Lucas, Deborah, 1992. "The effects of incomplete insurance markets and trading costs in a consumption-based asset pricing model," Journal of Economic Dynamics and Control, Elsevier, vol. 16(3-4), pages 601-620.
    3. Marcet, Albert & Marimon, Ramon, 1992. "Communication, commitment, and growth," Journal of Economic Theory, Elsevier, vol. 58(2), pages 219-249, December.
    4. Bizer, David S & Judd, Kenneth L, 1989. "Taxation and Uncertainty," American Economic Review, American Economic Association, vol. 79(2), pages 331-336, May.
    5. James A. Kahn, 1992. "Why is Production More Volatile than Sales? Theory and Evidence on the Stockout-Avoidance Motive for Inventory-Holding," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 481-510.
    6. Wilbur John Coleman, 1988. "Money, interest, and capital in a cash-in-advance economy," International Finance Discussion Papers 323, Board of Governors of the Federal Reserve System (U.S.).
    7. Aiyagari, S. Rao, 1994. "Frictions in asset pricing and macroeconomics," European Economic Review, Elsevier, vol. 38(3-4), pages 932-939, April.
    8. Albert Marcet & David A. Marshall, 1994. "Solving nonlinear rational expectations models by parameterized expectations: convergence to stationary solutions," Discussion Paper / Institute for Empirical Macroeconomics 91, Federal Reserve Bank of Minneapolis.
    9. Andrew Atkeson & Patrick J. Kehoe, 1993. "Industry evolution and transition: the role of information capital," Staff Report, Federal Reserve Bank of Minneapolis.
    10. John Coleman, Wilbur II & Gilles, Christian & Labadie, Pamela, 1992. "The liquidity premium in average interest rates," Journal of Monetary Economics, Elsevier, vol. 30(3), pages 449-465, December.
    11. Wouter J. Den Haan & Albert Marcet, 1994. "Accuracy in Simulations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(1), pages 3-17.
    12. Kenneth L. Judd, 1991. "Minimum weighted residual methods for solving aggregate growth models," Discussion Paper / Institute for Empirical Macroeconomics 49, Federal Reserve Bank of Minneapolis.
    13. Aiyagari, S. Rao & Gertler, Mark, 1991. "Asset returns with transactions costs and uninsured individual risk," Journal of Monetary Economics, Elsevier, vol. 27(3), pages 311-331, June.
    14. Lawrence J. Christiano & Terry J. Fitzgerald, 1989. "The magnitude of the speculative motive for holding inventories in a real business cycle model," Discussion Paper / Institute for Empirical Macroeconomics 10, Federal Reserve Bank of Minneapolis.
    15. Aiyagari, S. Rao & Gertler, Mark, 1991. "Asset returns with transactions costs and uninsured individual risk," Journal of Monetary Economics, Elsevier, vol. 27(3), pages 311-331, June.
    16. Huggett, Mark, 1993. "The risk-free rate in heterogeneous-agent incomplete-insurance economies," Journal of Economic Dynamics and Control, Elsevier, vol. 17(5-6), pages 953-969.
    17. den Haan, Wouter J & Marcet, Albert, 1990. "Solving the Stochastic Growth Model by Parameterizing Expectations," Journal of Business & Economic Statistics, American Statistical Association, vol. 8(1), pages 31-34, January.
    18. Marshall, David A, 1992. "Inflation and Asset Returns in a Monetary Economy," Journal of Finance, American Finance Association, vol. 47(4), pages 1315-1342, September.
    19. Danthine, Jean-Pierre & Donaldson, John B, 1981. "Stochastic Properties of Fast vs. Slow Growing Economies," Econometrica, Econometric Society, vol. 49(4), pages 1007-1033, June.
    20. Nicholas Ricketts & Thomas H. McCurdy, 1995. "An International Economy with Country-Specific Money and Productivity Growth Processes," Canadian Journal of Economics, Canadian Economics Association, vol. 28(s1), pages 141-162, November.
    21. Marcet, Albert & Singleton, Kenneth J., 1999. "Equilibrium Asset Prices And Savings Of Heterogeneous Agents In The Presence Of Incomplete Markets And Portfolio Constraints," Macroeconomic Dynamics, Cambridge University Press, vol. 3(2), pages 243-277, June.
    22. Judd, Kenneth L., 1992. "Projection methods for solving aggregate growth models," Journal of Economic Theory, Elsevier, vol. 58(2), pages 410-452, December.
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