activity
20242026
most citedAdaptive-TMLE for the Average Treatment Effect based on Randomized Controlled Trial Augmented with Real-World Data

3 citations · 4 across the 7 of their papers we have counts for

collaborators
Showing 2024Show all

2 papers · 1 filter

stat.ME2024★ 3 cited

Adaptive-TMLE for the Average Treatment Effect based on Randomized Controlled Trial Augmented with Real-World Data

Mark van der Laan, Sky Qiu, Jens Magelund Tarp +1

We consider the problem of estimating the average treatment effect (ATE) when both randomized control trial (RCT) data and external real-world data (RWD) are available. We decompos…

stat.ML2024

Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer

Toru Shirakawa, Yi Li, Yulun Wu +5

We propose Deep Longitudinal Targeted Minimum Loss-based Estimation (Deep LTMLE), a novel approach to estimate the counterfactual mean of outcome under dynamic treatment policies i…