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Estimating ARMA Models Efficiently

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Author Info
Rómulo Chumacero

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Abstract

This paper presents the asymptotic and finite sample properties of the Efficient Method of Moments (EMM) and Indirect Inference (II), when applied to estimating stationary ARMA models. Issues such as identification, model selection, and testing are also discussed. The properties of these estimators are compared to those of Maximum Likelihood (ML) using Monte Carlo experiments for both invertible and non-invertible ARMA models.

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Paper provided by Central Bank of Chile in its series Working Papers Central Bank of Chile with number 92.

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Date of creation: Apr 2001
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Handle: RePEc:chb:bcchwp:92

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Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-54, July. [Downloadable!] (restricted)
  2. Gallant, A. Ronald & Tauchen, George, 1996. "Which Moments to Match?," Econometric Theory, Cambridge University Press, vol. 12(04), pages 657-681, October. [Downloadable!]
  3. Gourieroux, C & Monfort, A & Renault, E, 1993. "Indirect Inference," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 8(S), pages S85-118, Suppl. De. [Downloadable!] (restricted)
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  4. Eric Ghysels & Lynda Khalaf & Cosme Vodounou, 1994. "Simulation Based Inference in Moving Average Models," CIRANO Working Papers 94s-11, CIRANO. [Downloadable!]
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  5. repec:cup:etheor:v:12:y:1996:i:4:p:657-81 is not listed on IDEAS
  6. 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. [Downloadable!]
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  7. Tauchen, George E. & Gallant, A. Ronald, 1995. "Which Moments to Match," Working Papers 95-20, Duke University, Department of Economics.
  8. Rómulo Chumacero, 1997. "Finite Sample Properties of the Efficient Method of Moments," Studies in Nonlinear Dynamics & Econometrics, Berkeley Electronic Press, vol. 2(2), pages 35-51. [Downloadable!] (restricted)
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(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Rómulo Chumacero, 2003. "A Toolkit for Analyzing Alternative Policies in The Chilean Economy," Working Papers Central Bank of Chile 241, Central Bank of Chile. [Downloadable!]
  2. Veronika Czellar & Eric Zivot, 2008. "Improved small sample inference for efficient method of moments and indirect inference estimators," Working Papers UWEC-2008-04, University of Washington, Department of Economics. [Downloadable!]
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