32 citations · 53 across the 14 of their papers we have counts for
5 papers · 1 filter
Minimum Resource Threshold Policy Under Partial Interference
Chan Park, Guanhua Chen, Menggang Yu +1
When developing policies for prevention of infectious diseases, policymakers often set specific, outcome-oriented targets to achieve. For example, when developing a vaccine allocat…
Independence weights for causal inference with continuous treatments
Jared D. Huling, Noah Greifer, Guanhua Chen
Studying causal effects of continuous treatments is important for gaining a deeper understanding of many interventions, policies, or medications, yet researchers are often left wit…
A Generalizability Score for Aggregate Causal Effect
Rui Chen, Guanhua Chen, Menggang Yu
Scientists frequently generalize population level causal quantities such as average treatment effect from a source population to a target population. When the causal effects are he…
More Generalizable Models For Sepsis Detection Under Covariate Shift
Jifan Gao, Philip L. Mar, Guanhua Chen
Sepsis is a major cause of mortality in the intensive care units (ICUs). Early intervention of sepsis can improve clinical outcomes for sepsis patients. Machine learning models hav…
Robust Sample Weighting to Facilitate Individualized Treatment Rule Learning for a Target Population
Rui Chen, Jared D. Huling, Guanhua Chen +1
Learning individualized treatment rules (ITRs) is an important topic in precision medicine. Current literature mainly focuses on deriving ITRs from a single source population. We c…