3 papers
stat.ME2024
Extention of Bagging MARS with Group LASSO for Heterogeneous Treatment Effect Estimation
Guanwenqing He, Ke Wan, Kazushi Maruo +1
Recent years, large scale clinical data like patient surveys and medical record data are playing an increasing role in medical data science. These large-scale clinical data, collec…
stat.ME2023
Survival causal rule ensemble method considering the main effect for estimating heterogeneous treatment effects
Ke Wan, Kensuke Tanioka, Toshio Shimokawa
With an increasing focus on precision medicine in medical research, numerous studies have been conducted in recent years to clarify the relationship between treatment effects and p…
stat.ME2023
Causal rule ensemble method for estimating heterogeneous treatment effect with consideration of main effects
Mayu Hiraishi, Ke Wan, Kensuke Tanioka +2
This study proposes a novel framework based on the RuleFit method to estimate Heterogeneous Treatment Effect (HTE) in a randomized clinical trial. To achieve this, we adopted S-lea…