2 papers
stat.ME2024
Estimating Complier Average Causal Effects with Mixtures of Experts
François Grolleau, Céline Béji, Raphaël Porcher +1
Treatment non-compliance, where individuals deviate from their assigned experimental conditions, frequently complicates the estimation of causal effects. To address this, we introd…
stat.ME2022
A Comprehensive Framework for the Evaluation of Individual Treatment Rules From Observational Data
François Grolleau, Francois Petit, Raphaël Porcher
Individualized treatment rules (ITRs) are deterministic decision rules that recommend treatments to individuals based on their characteristics. Though ubiquitous in medicine, ITRs…