Estimating the rational expectations model of speculative storage: A Monte Carlo comparison of three simulation estimators
AbstractThe non-negativity constraint on inventories imposed on the rational expectations theory of speculative storage implies that the conditional mean and variance of commodity prices are nonlinear in lagged prices and have a kink at a threshold point. In this paper, the structural parameters of this model are estimated using three simulation based estimators. The finite sample properties of the Simulated Methods of Moments estimator of Duffie and Singleton (1993), the Indirect Inference estimator of Gourieroux, Monfort and Renault (1993), and the matching score estimator of Gallant and Tauchen (1996) are assessed. Exploiting the invariant distribution implied by the theory allows us to assess the error induced by simulations. Our results show that while all three estimators produce reasonably good estimates with properties that stack up well with those of the PMLE, there are tradeoffs among the three estimators in terms of bias, efficiency, and computation demands. Some estimators are more sensitive to the sample size and the number of simulations than others. A careful choice of the moments/auxiliary models can lead to a substantial reduction in bias and an improvement in efficiency. Increasing the number of simulated data points can sometimes reduce the bias and improve the efficiency of the estimates when the sample size is small.
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Bibliographic InfoArticle provided by Elsevier in its journal Journal of Econometrics.
Volume (Year): 96 (2000)
Issue (Month): 2 (June)
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Web page: http://www.elsevier.com/locate/jeconom
Other versions of this item:
- Alexander Michaelides & Serena Ng, 2000. "Estimating the rational expectations model of speculative storage : a Monte Carlo comparison of three simulation estimators," LSE Research Online Documents on Economics 198, London School of Economics and Political Science, LSE Library.
- Alexander Michaelides & Serena Ng, 1997. "Estimating the Rational Expectations Model of Speculative Storage: A Monte Carlo Comparison of Three Simulation Estimators," Boston College Working Papers in Economics 373, Boston College Department of Economics.
- C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
- B4 - Schools of Economic Thought and Methodology - - Economic Methodology
- G1 - Financial Economics - - General Financial Markets
- Q1 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture
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- Bansal, Ravi & Gallant, A. Ronald & Hussey, Robert & Tauchen, George, 1995. "Nonparametric estimation of structural models for high-frequency currency market data," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 251-287.
- Gourieroux, C & Monfort, A & Renault, E, 1993.
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 8(S), pages S85-118, Suppl. De.
- Duffie, Darrell & Singleton, Kenneth J, 1993. "Simulated Moments Estimation of Markov Models of Asset Prices," Econometrica, Econometric Society, vol. 61(4), pages 929-52, July.
- Hotz, V Joseph & Miller, Robert A, 1993.
"Conditional Choice Probabilities and the Estimation of Dynamic Models,"
Review of Economic Studies,
Wiley Blackwell, vol. 60(3), pages 497-529, July.
- V. Joseph Hotz & Robert A. Miller, 1992. "Conditional Choice Probabilities and the Estimation of Dynamic Models," Working Papers 9202, Harris School of Public Policy Studies, University of Chicago.
- Hotz, V.J. & Miller, R.A., 1991. "Conditional Choice Probabilities and the Estimation of Dynamic Models," GSIA Working Papers 1992-12, Carnegie Mellon University, Tepper School of Business.
- Deaton, Angus & Laroque, Guy, 1996. "Competitive Storage and Commodity Price Dynamics," Journal of Political Economy, University of Chicago Press, vol. 104(5), pages 896-923, October.
- Angus Deaton & Guy Laroque, 1990.
"On The Behavior of Commodity Prices,"
NBER Working Papers
3439, National Bureau of Economic Research, Inc.
- Rust, John, 1987. "Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher," Econometrica, Econometric Society, vol. 55(5), pages 999-1033, September.
- Ng, Serena, 1996.
"Looking for evidence of speculative stockholding in commodity markets,"
Journal of Economic Dynamics and Control,
Elsevier, vol. 20(1-3), pages 123-143.
- Ng, S., 1995. "Looking for Evidence of Speculative Stockholding in Commodity Markets," Cahiers de recherche 9514, Universite de Montreal, Departement de sciences economiques.
- Ng, S., 1995. "Looking for Evidence of Speculative Stockholding in Commodity Markets," Cahiers de recherche 9514, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
- Tauchen, George E. & Gallant, A. Ronald, 1995.
"Which Moments to Match,"
95-20, Duke University, Department of Economics.
- Deaton, Angus, 1991.
"Saving and Liquidity Constraints,"
Econometric Society, vol. 59(5), pages 1221-48, September.
- Christopher D. Carroll & Andrew A. Samwick, 1998.
"How Important Is Precautionary Saving?,"
The Review of Economics and Statistics,
MIT Press, vol. 80(3), pages 410-419, August.
- Christopher D. Carroll & Andrew A. Samwick, 1995. "How Important is Precautionary Saving?," NBER Working Papers 5194, National Bureau of Economic Research, Inc.
- Christopher D. Carroll & Andrew A. Samwick, 1993. "How important is precautionary saving?," Working Paper Series / Economic Activity Section 145, Board of Governors of the Federal Reserve System (U.S.).
- Pierre-Olivier Gourinchas & Jonathan A. Parker, 1999.
"Consumption Over the Life Cycle,"
NBER Working Papers
7271, National Bureau of Economic Research, Inc.
- Sydney Ludvigson, 1996.
"Consumption and credit: a model of time-varying liquidity constraints,"
9624, Federal Reserve Bank of New York.
- Sydney Ludvigson, 1999. "Consumption And Credit: A Model Of Time-Varying Liquidity Constraints," The Review of Economics and Statistics, MIT Press, vol. 81(3), pages 434-447, August.
- E.K. Berndt & B.H. Hall & R.E. Hall, 1974. "Estimation and Inference in Nonlinear Structural Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 3, number 4, pages 103-116 National Bureau of Economic Research, Inc.
- Christopher D. Carroll & Andrew A. Samwick, 1995.
"The Nature of Precautionary Wealth,"
NBER Working Papers
5193, National Bureau of Economic Research, Inc.
- Tauchen, George, 1986. "Finite state markov-chain approximations to univariate and vector autoregressions," Economics Letters, Elsevier, vol. 20(2), pages 177-181.
- Altug, Sumru, 1989.
"Time-to-Build and Aggregate Fluctuations: Some New Evidence,"
International Economic Review,
Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 30(4), pages 889-920, November.
- Sumru Altug, 1986. "Time to build and aggregate fluctuations: some new evidence," Working Papers 277, Federal Reserve Bank of Minneapolis.
- Christopher D. Carroll, 1996.
"Buffer-Stock Saving and the Life Cycle/Permanent Income Hypothesis,"
NBER Working Papers
5788, National Bureau of Economic Research, Inc.
- Carroll, Christopher D, 1997. "Buffer-Stock Saving and the Life Cycle/Permanent Income Hypothesis," The Quarterly Journal of Economics, MIT Press, vol. 112(1), pages 1-55, February.
- Christopher D Carroll, 1990. "Buffer-Stock Saving and the Life Cycle/Permanent Income Hypothesis," Economics Working Paper Archive 371, The Johns Hopkins University,Department of Economics, revised Aug 1996.
- Deaton, Angus & Laroque, Guy, 1995. "Estimating a Nonlinear Rational Expectations Commodity Price Model with Unobservable State Variables," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(S), pages S9-40, Suppl. De.
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