On the effect of prior assumptions in Bayesian model averaging with applications to growth regression This article was published online on 30 March 2009. An error was subsequently identified. This notice is included in the online and print versions to indicate that both have been corrected [6 April 2009]
We consider the problem of variable selection in linear regression models. Bayesian model averaging has become an important tool in empirical settings with large numbers of potential regressors and relatively limited numbers of observations. We examine the effect of a variety of prior assumptions on the inference concerning model size, posterior inclusion probabilities of regressors and on predictive performance. We illustrate these issues in the context of cross-country growth regressions using three datasets with 41-67 potential drivers of growth and 72-93 observations. Finally, we recommend priors for use in this and related contexts. Copyright © 2009 John Wiley & Sons, Ltd.
Volume (Year): 24 (2009)
Issue (Month): 4 ()
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- Steven N. Durlauf & Andros Kourtellos & Chih Ming Tan, 2006.
"Is God in the Details? A Reexamination of the Role of Religion in Economic Growth,"
Discussion Papers Series, Department of Economics, Tufts University
0613, Department of Economics, Tufts University.
- Steven N. Durlauf & Andros Kourtellos & Chih Ming Tan, 2012. "Is God in the details? A reexamination of the role of religion in economic growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(7), pages 1059-1075, November.
- Steven N. Durlauf & Andros Kourtellos & Chih Ming Tan, 2010. "Is God in the Details? A Reexamination of the Role of Religion in Economic Growth," University of Cyprus Working Papers in Economics 11-2010, University of Cyprus Department of Economics.
- William A. Brock & Steven N. Durlauf & Kenneth D. West, 2003.
"Policy Evaluation in Uncertain Economic Environments,"
NBER Working Papers
10025, National Bureau of Economic Research, Inc.
- William A. Brock & Steven N. Durlauf & Kenneth D. West, 2003. "Policy Evaluation in Uncertain Economic Environments," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 34(1), pages 235-322.
- Brock,W.A. & Durlauf,S.N. & West,K.D., 2003. "Policy evaluation in uncertain economic environments," Working papers 15, Wisconsin Madison - Social Systems.
- Chris Papageorgiou & Winford H. Masanjala, . "Initial Conditions, European Colonialism and Africa's Growth," Departmental Working Papers 2006-01, Department of Economics, Louisiana State University.
- Gernot Doppelhofer & Melvyn Weeks, 2007.
"Jointness of Growth Determinants,"
CESifo Working Paper Series
1978, CESifo Group Munich.
- Ley, Eduardo & Steel, Mark F.J., 2007.
"Jointness in Bayesian variable selection with applications to growth regression,"
Journal of Macroeconomics,
Elsevier, vol. 29(3), pages 476-493, September.
- Ley, Eduardo & Steel, Mark F. J., 2006. "Jointness in Bayesian variable selection with applications to growth regression," Policy Research Working Paper Series 4063, The World Bank.
- Xavier X. Sala-i-Martin, 1997.
"I Just Ran Four Million Regressions,"
NBER Working Papers
6252, National Bureau of Economic Research, Inc.
- Min, C.K. & Zellner, A., 1992.
""Bayesian and Non-Bayesian Methods for Combining Models and Forecasts with Applications to Forecasting International Growth Rates","
90-92-23, California Irvine - School of Social Sciences.
- Min, Chung-ki & Zellner, Arnold, 1993. "Bayesian and non-Bayesian methods for combining models and forecasts with applications to forecasting international growth rates," Journal of Econometrics, Elsevier, vol. 56(1-2), pages 89-118, March.
- Gneiting, Tilmann & Raftery, Adrian E., 2007. "Strictly Proper Scoring Rules, Prediction, and Estimation," Journal of the American Statistical Association, American Statistical Association, vol. 102, pages 359-378, March.
- David J. Nott & Robert Kohn, 2005. "Adaptive sampling for Bayesian variable selection," Biometrika, Biometrika Trust, vol. 92(4), pages 747-763, December.
- Gernot Doppelhofer & Ronald I. Miller & Xavier Sala-i-Martin, 2000.
"Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (Bace) Approach,"
OECD Economics Department Working Papers
266, OECD Publishing.
- Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
- Gernot Doppelhofer & Ronald I. Miller & Xavier Sala-i-Martin, 2000. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," NBER Working Papers 7750, National Bureau of Economic Research, Inc.
- Charalambos G. Tsangarides, 2005. "Growth Empirics Under Model Uncertainty; Is Africa Different?," IMF Working Papers 05/18, International Monetary Fund.
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