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Common Correlated Effects Estimation of Unbalanced Panel Data Models with Cross-Sectional Dependence

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초록

We consider the estimation and inference of unbalanced panel data models with cross-sectional dependence with a large number of individual units in a relatively short time period. By following the common correlated effects (CCE) approach of Pesaran (2006), we propose a CCE estimator for unbalanced panels (CCE-UB). The asymptotics of the CCE-UB estimator is developed in the paper. Small scale Monte Carlo simulation is conducted to examine the finite sample properties of the proposed estimator.

Abstract

We consider the estimation and inference of unbalanced panel data models with cross-sectional dependence with a large number of individual units in a relatively short time period. By following the common correlated effects (CCE) approach of Pesaran (2006), we propose a CCE estimator for unbalanced panels (CCE-UB). The asymptotics of the CCE-UB estimator is developed in the paper. Small scale Monte Carlo simulation is conducted to examine the finite sample properties of the proposed estimator.

참고문헌 (18)

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  3. Likelihood Approach to Dynamic Panel Models with Interactive Effects, "Bai, J.", Columbia University, ~ (2013)
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  9. Hayakawa, K., "GMM Estimation of Short Dynamic Panel Data Model with Interactive Fixed Effects", Journal of the Japan Statistical Society, 42, pp.109~123 (2012)
  10. Transformed Maximum Likelihood Estimation of Short Dynamic Panel Data Models with Interactive Effectects, "Hayakawa, K.", ~ (2014)
  11. Hsiao, C., "Analysis of Panel Data" (2014), Cambridge University Press
  12. Fixed T Dynamic Panel Data Estimators with Multi-Factor Errors, "Juodis, A.", University Library of Munich, ~, pp.MPRA Paper 57659 (2014)
  13. Lee, L. F., "Estimation of Spatial Panels", Foundations and Trends in Econometrics, 4, pp.1~164 (2010)
  14. Pesaran, M. H., "Estimation and Inference in Large Heterogenous Panels with Multifactor Error Structure", Econometrica, 74, pp.967~1012 (2006)
  15. Sarafidis, V., "Cross-Sectional Dependence in Panel Data Analysis", Econometric Reviews, 31, pp.483~531 (2012)
  16. Wansbeek, T, "Estimation of the Error-Components Model with Incomplete Panels", Journal of Econometrics, 41, pp.341~361 (1989)
  17. Westerlund, J, "Cross-Sectional Averages versus Principal Components", Journal of Econometrics, 185, pp.372~377 (2015)
  18. White, H., "Asymptotic Theory for Econometricians" (2001), Academic Press

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