3 papers
stat.ME2025
Causal survival analysis under competing risks using longitudinal modified treatment policies
Iván DÃaz, Katherine L Hoffman, Nima S. Hejazi
Longitudinal modified treatment policies (LMTP) have been recently developed as a novel method to define and estimate causal parameters that depend on the natural value of treatmen…
stat.ME2024
Causal Inference for Continuous Multiple Time Point Interventions
Michael Schomaker, Helen McIlleron, Paolo Denti +1
There are limited options to estimate the treatment effects of variables which are continuous and measured at multiple time points, particularly if the true dose-response curve sho…
stat.ME2024
Studying continuous, time-varying, and/or complex exposures using longitudinal modified treatment policies
Katherine L. Hoffman, Diego Salazar-Barreto, Nicholas Williams +2
This tutorial discusses methodology for causal inference using longitudinal modified treatment policies. This method facilitates the mathematical formalization, identification, and…