4 citations · 5 across the 5 of their papers we have counts for
5 papers
Estimation and Evaluation of the Resource-Constrained Optimal Dynamic Treatment Rule: An Application to HIV Care Retention
Lina M. Montoya, Elvin H. Geng, Harriet F. Adhiambo +1
The optimal strategy for deploying a treatment in a population may recommend giving all in the population that treatment. Such a strategy may not be feasible, especially in resourc…
Effects Among the Affected
Lina M. Montoya, Elvin H. Geng, Michael Valancius +2
Many interventions are both beneficial to initiate and harmful to stop. Traditionally, to determine whether to deploy that intervention in a time-limited way depends on if, on aver…
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…
Performance and Application of Estimators for the Value of an Optimal Dynamic Treatment Rule
Lina Montoya, Jennifer Skeem, Mark van der Laan +1
Given an (optimal) dynamic treatment rule, it may be of interest to evaluate that rule -- that is, to ask the causal question: what is the expected outcome had every subject receiv…
The Optimal Dynamic Treatment Rule SuperLearner: Considerations, Performance, and Application
Lina Montoya, Mark van der Laan, Alexander Luedtke +3
The optimal dynamic treatment rule (ODTR) framework offers an approach for understanding which kinds of patients respond best to specific treatments -- in other words, treatment ef…