2 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.ML2022
Meta-analysis of individualized treatment rules via sign-coherency
Jay Jojo Cheng, Jared D. Huling, Guanhua Chen
Medical treatments tailored to a patient's baseline characteristics hold the potential of improving patient outcomes while reducing negative side effects. Learning individualized t…