In this talk, I will introduce doubly-robust G-estimation of an adaptive treatment strategy in which parameters are shared across different stages of the treatment sequence, allowing for more efficient estimation and simpler treatment decision rules. The approach is computationally stable, and produces consistent estimators provided either the o...
Creator:
Moodie, Erica (McGill University)
Created:
2017-09-15
Contributed By:
University of Minnesota, Institute for Mathematics and its Applications.
Hypothesis testing to compare dynamic treatment regimes (DTR) from a sequential multiple assignment randomization trial (SMART) is generally based on inverse probability weighting or g-estimation. However, regression methods allowing for comparison of DTRs that flexibly adjust for baseline covariates using these methods are not as straight-forwa...
Creator:
Wahed, Abdus (University of Pittsburgh)
Created:
2018-11-08
Contributed By:
University of Minnesota, Institute for Mathematics and its Applications.