44 citations · 60 across the 5 of their papers we have counts for
3 papers · 1 filter
Efficient and Robust Approaches for Analysis of SMARTs: Illustration using the ADAPT-R Trial
Lina M. Montoya, Michael R. Kosorok, Elvin H. Geng +3
Personalized intervention strategies, in particular those that modify treatment based on a participant's own response, are a core component of precision medicine approaches. Sequen…
Two-Stage TMLE to Reduce Bias and Improve Efficiency in Cluster Randomized Trials
Laura B. Balzer, Mark van der Laan, James Ayieko +5
Cluster randomized trials (CRTs) randomly assign an intervention to groups of individuals (e.g., clinics or communities) and measure outcomes on individuals in those groups. While…
On Adaptive Propensity Score Truncation in Causal Inference
Cheng Ju, Joshua Schwab, Mark J. van der Laan
The positivity assumption, or the experimental treatment assignment (ETA) assumption, is important for identifiability in causal inference. Even if the positivity assumption holds,…