Using longitudinal targeted maximum likelihood estimation in complex settings with dynamic interventions
Longitudinal targeted maximum likelihood estimation (LTMLE) has very rarely been used to estimate dynamic treatment effects in the context of time‐dependent confounding affected by prior treatment when faced with long follow‐up times, multiple time‐varying confounders, and complex associational relationships simultaneously. Reasons for this include the potential computational burden, technical challenges, restricted modeling options for long…