Random-Effects, Fixed-Effects and the within-between Specification for Clustered Data in Observational Health Studies: A Simulation Study
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DOI: 10.1371/journal.pone.0110257
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- Sophia Rabe‐Hesketh & Anders Skrondal, 2006.
"Multilevel modelling of complex survey data,"
Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 169(4), pages 805-827, October.
- Sophia Rabe-Hesketh, 2007. "Multilevel modeling of complex survey data," West Coast Stata Users' Group Meetings 2007 14, Stata Users Group.
- Hahn, Jinyong & Ham, John & Moon, Hyungsik Roger, 2011. "Test of random versus fixed effects with small within variation," Economics Letters, Elsevier, vol. 112(3), pages 293-297, September.
- Hausman, Jerry, 2015.
"Specification tests in econometrics,"
Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
- Hausman, Jerry A, 1978. "Specification Tests in Econometrics," Econometrica, Econometric Society, vol. 46(6), pages 1251-1271, November.
- J. A. Hausman, 1976. "Specification Tests in Econometrics," Working papers 185, Massachusetts Institute of Technology (MIT), Department of Economics.
- D. Pfeffermann & C. J. Skinner & D. J. Holmes & H. Goldstein & J. Rasbash, 1998. "Weighting for unequal selection probabilities in multilevel models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(1), pages 23-40.
- Gary Chamberlain, 1980.
"Analysis of Covariance with Qualitative Data,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 225-238.
- Gary Chamberlain, 1979. "Analysis of Covariance With Qualitative Data," NBER Working Papers 0325, National Bureau of Economic Research, Inc.
- Peter Kennedy, 2003. "A Guide to Econometrics, 5th Edition," MIT Press Books, The MIT Press, edition 5, volume 1, number 026261183x, December.
- Jeffrey M Wooldridge, 2010.
"Econometric Analysis of Cross Section and Panel Data,"
MIT Press Books,
The MIT Press,
edition 2, volume 1, number 0262232588, December.
- Jeffrey M. Wooldridge, 2001. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262232197, December.
- Desai, M. & Begg, M.D., 2008. "A comparison of regression approaches for analyzing clustered data," American Journal of Public Health, American Public Health Association, vol. 98(8), pages 1425-1429.
- Duncan, Craig & Jones, Kelvyn & Moon, Graham, 1998. "Context, composition and heterogeneity: Using multilevel models in health research," Social Science & Medicine, Elsevier, vol. 46(1), pages 97-117, January.
- Nicolas Debarsy, 2012. "The Mundlak Approach in the Spatial Durbin Panel Data Model," Spatial Economic Analysis, Taylor & Francis Journals, vol. 7(1), pages 109-131, March.
- Jesse A. Berlin & Stephen E. Kimmel & Thomas R. Ten Have & Mary D. Sammel, 1999. "An Empirical Comparison of Several Clustered Data Approaches Under Confounding Due to Cluster Effects in the Analysis of Complications of Coronary Angioplasty," Biometrics, The International Biometric Society, vol. 55(2), pages 470-476, June.
- Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
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