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A Specification Test for Models Estimated by Quadrature

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Author Info
Geert Dhaene ()
J.M.C. Santos Silva ()

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Abstract

This paper suggests a simple specification test to check the adequacy of the assumptions made about the distribution of individual effects in models where these unobservable random variables are integrated out by quadrature methods. Because the proposed test checks the specification of the finite-mixture analogue of the model of interest, it also has power to detect other forms of misspecification. Additionally, it is shown that it is easy to increase the flexibility of models with unobserved individual effects. The results of a Monte Carlo study and an application using a well known data set are presented to illustrate the finite sample properties of the proposed methods and their implementation in practice.

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Paper provided by University of Essex, Department of Economics in its series Economics Discussion Papers with number 661.

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Date of creation: 20 Oct 2008
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Handle: RePEc:esx:essedp:661

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  1. MacKinnon, James G & Magee, Lonnie, 1990. "Transforming the Dependent Variable in Regression Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 31(2), pages 315-39, May. [Downloadable!] (restricted)
  2. Davidson, Russell & MacKinnon, James G, 1998. "Graphical Methods for Investigating the Size and Power of Hypothesis Tests," The Manchester School of Economic & Social Studies, Blackwell Publishing, vol. 66(1), pages 1-26, January.
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  3. Lee, Lung-Fei, 1983. "Generalized Econometric Models with Selectivity," Econometrica, Econometric Society, vol. 51(2), pages 507-12, March. [Downloadable!] (restricted)
  4. Horowitz, Joel L., 2001. "The Bootstrap," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 52, pages 3159-3228 Elsevier. [Downloadable!] (restricted)
  5. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470. [Downloadable!]
  6. Horowitz, Joel L. & Savin, N. E., 2000. "Empirically relevant critical values for hypothesis tests: A bootstrap approach," Journal of Econometrics, Elsevier, vol. 95(2), pages 375-389, April. [Downloadable!] (restricted)
  7. Cameron, A C & P. K. Trivedi & Frank Milne & J. Piggott, 1988. "A Microeconometric Model of the Demand for Health Care and Health Insurance in Australia," Review of Economic Studies, Blackwell Publishing, vol. 55(1), pages 85-106, January. [Downloadable!] (restricted)
  8. Horowitz, Joel L., 1994. "Bootstrap-based critical values for the information matrix test," Journal of Econometrics, Elsevier, vol. 61(2), pages 395-411, April. [Downloadable!] (restricted)
  9. Fischer, N. I. & Mammen, E. & Marron, J. S., 1994. "Testing for multimodality," Computational Statistics & Data Analysis, Elsevier, vol. 18(5), pages 499-512, December. [Downloadable!] (restricted)
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