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Statistical Inference With Simulated Likelihood Functions

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Author Info
Lee, Lung-fei

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Abstract

This paper considers classical test statistics, namely, the likelihood ratio, efficient score, and Wald statistics, for econometric models under simulation estimation. The simulated likelihood ratio, simulated efficient score, and simulated Wald test statistics are shown to be asymptotically equivalent. Because the simulated score vector can be asymptotically biased, limiting distributions of these simulated statistics can be asymptotically noncentral 2 distributed. This paper studies inference issues with various simulated test statistics. Monte Carlo results are also provided to compare and demonstrate finite sample properties of simulated test statistics.

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File URL: http://journals.cambridge.org/abstract_S0266466699153039
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Publisher Info
Article provided by Cambridge University Press in its journal Econometric Theory.

Volume (Year): 15 (1999)
Issue (Month): 03 (June)
Pages: 337-360
Download reference. The following formats are available: HTML (with abstract), plain text (with abstract), BibTeX, RIS (EndNote, RefMan, ProCite), ReDIF
Handle: RePEc:cup:etheor:v:15:y:1999:i:03:p:337-360_15

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  1. Ziegler, Andreas R., 2001. "Simulated z-tests in multinomial probit models," ZEW Discussion Papers 01-53, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research. [Downloadable!]
  2. Kamhon Kan & Chihwa Kao, 2005. "Simulation-Based Two-Step Estimation with Endogenous Regressors," Center for Policy Research Working Papers 76, Center for Policy Research, Maxwell School, Syracuse University. [Downloadable!]
  3. Jacques Huguenin & Florian Pelgrin & Alberto Holly, 2009. "Estimation of multivariate probit models by exact maximum likelihood," Working Papers 0902, University of Lausanne, Institute of Health Economics and Management (IEMS). [Downloadable!]
  4. Ziegler, Andreas, 2002. "Simulated Classical Tests in the Multiperiod Multinomial Probit Model," ZEW Discussion Papers 02-38, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research. [Downloadable!]
  5. Ziegler, Andreas, . "Simulierte klassische Parameterschätzung in Probitmodellen," IVS discussion paper series 578, Institut für Volkswirtschaft und Statistik (IVS), University of Mannheim. [Downloadable!]
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This page was last updated on 2009-12-20.


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