Guanhua Chen

activity

20142026

most citedIndependence weights for causal inference with continuous treatments

32 citations · 53 across the 14 of their papers we have counts for

collaborators

Showing 2026Show all

3 papers · 1 filter

stat.ME2026

Sliced $L^{p}$ Distributional Balancing

Haoran Zhang, Guanhua Chen, Chan Park

A popular class of causal inference methods addresses confounding through weighting, which reweights treated and control groups to balance their covariate distributions without usi…

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…

math.ST2026

Differentially Private Two-Stage Empirical Risk Minimization with Applications to Individualized Treatment Rule

Joowon Lee, Guanhua Chen

Differential privacy provides a formal framework for releasing statistical estimators that limit how much any single observation can influence the output, by injecting calibrated r…

Sliced Lp Distributional Balancing

Causal Generalization of Continuous Treatment Effects under Covariate Shift

Differentially Private Two-Stage Empirical Risk Minimization with Applications to Individualized Treatment Rule

Sliced $L^{p}$ Distributional Balancing