Targeted Maximum Likelihood Estimation for Two-Stage Study Design

An inverse probability of censoring weighted (IPCW) targeted maximum likelihood estimator (TMLE) for evaluating a marginal point treatment effect from data where some variables were collected on only a subset of participants using a two-stage design (or marginal mean outcome for a single arm study). A TMLE for conditional parameters defined by a marginal structural model (MSM) is also available.


Reference manual

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install.packages("twoStageDesignTMLE")

1.0.1.2 by Susan Gruber, 2 years ago


Browse source code at https://github.com/cran/twoStageDesignTMLE


Authors: Susan Gruber [aut, cre] , Mark van der Laan [aut]


Documentation:   PDF Manual  


GPL-3 license


Depends on tmle

Suggests dbarts, glmnet


See at CRAN