3 papers
stat.ME2026
Causal Generalization of Continuous Treatment Effects under Covariate Shift
Jay Jojo Cheng, Guanhua Chen
Average dose-response functions are widely used to summarize causal effects of continuous treatments, but most existing methods assume that the observed sample represents the targe…
stat.ME2026
Distributional Balancing for Causal Inference: A Unified Framework via Characteristic Function Distance
Diptanil Santra, Guanhua Chen, Chan Park
Weighting methods are essential tools for estimating causal effects in observational studies, with the goal of balancing pre-treatment covariates across treatment groups. Tradition…
stat.ME2025
Personalized Two-sided Dose Interval
Chan Park, Guanhua Chen, Menggang Yu
In fields such as medicine and social sciences, the goal of treatment is often to maintain the outcome of interest within a desirable range rather than to optimize its value. To ac…