C-TMLE function
The following Collaborative Targeted Maximum Likelihood Estimation (C-TMLE) function is used in the article (Schnitzer, Lok and Gruber, 2015). The code used in the simulation study is available in the Supplementary Materials for this article.
|
May 13, 2015
Author: Susan Gruber | ||
C-TMLE references for further reading:
Gruber, S. and M. J. van der Laan (2010): “An application of collaborative tar-
geted maximum likelihood estimation in causal inference and genomics,” The
International Journal of Biostatistics, 6, Article 18.
Gruber, S. and M. J. van der Laan (2011): “C-tmle of an additive point treatment
effect,” in M. J. van der Laan and S. Rose, eds., Targeted Learning: Causal
Inference for Observational and Experimental Data, Springer Series in Statistics.
van der Laan, M. J. and S. Gruber (2010): “Collaborative double robust targeted
maximum likelihood estimation,” The International Journal of Biostatistics, 6,
Article 17.
Gruber, S. and M. J. van der Laan (2010): “An application of collaborative tar-
geted maximum likelihood estimation in causal inference and genomics,” The
International Journal of Biostatistics, 6, Article 18.
Gruber, S. and M. J. van der Laan (2011): “C-tmle of an additive point treatment
effect,” in M. J. van der Laan and S. Rose, eds., Targeted Learning: Causal
Inference for Observational and Experimental Data, Springer Series in Statistics.
van der Laan, M. J. and S. Gruber (2010): “Collaborative double robust targeted
maximum likelihood estimation,” The International Journal of Biostatistics, 6,
Article 17.
