Variable Selection for Confounder Control, Flexible Modeling and Collaborative Targeted Minimum Loss-Based Estimation in Causal Inference
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DOI: 10.1515/ijb-2015-0017
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- Jinyong Hahn, 1998. "On the Role of the Propensity Score in Efficient Semiparametric Estimation of Average Treatment Effects," Econometrica, Econometric Society, vol. 66(2), pages 315-332, March.
- Porter Kristin E. & Gruber Susan & van der Laan Mark J. & Sekhon Jasjeet S., 2011. "The Relative Performance of Targeted Maximum Likelihood Estimators," The International Journal of Biostatistics, De Gruyter, vol. 7(1), pages 1-34, August.
- Brookhart, M. Alan & van der Laan, Mark J., 2006. "A semiparametric model selection criterion with applications to the marginal structural model," Computational Statistics & Data Analysis, Elsevier, vol. 50(2), pages 475-498, January.
- Ciprian M. Crainiceanu & Francesca Dominici & Giovanni Parmigiani, 2008. "Adjustment uncertainty in effect estimation," Biometrika, Biometrika Trust, vol. 95(3), pages 635-651.
- Andrea Rotnitzky & Lingling Li & Xiaochun Li, 2010. "A note on overadjustment in inverse probability weighted estimation," Biometrika, Biometrika Trust, vol. 97(4), pages 997-1001.
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Keywords
C-TMLE; IPTW; variable reduction;All these keywords.
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