3 citations · 7 across the 4 of their papers we have counts for
5 papers · 1 filter
Model-Assisted Uniformly Honest Inference for Optimal Treatment Regimes in High Dimension
Yunan Wu, Lan Wang, Haoda Fu
This paper develops new tools to quantify uncertainty in optimal decision making and to gain insight into which variables one should collect information about given the potential c…
Multicategory Angle-based Learning for Estimating Optimal Dynamic Treatment Regimes with Censored Data
Fei Xue, Yanqing Zhang, Wenzhuo Zhou +2
An optimal dynamic treatment regime (DTR) consists of a sequence of decision rules in maximizing long-term benefits, which is applicable for chronic diseases such as HIV infection…
Quantile Regression Modeling of Recurrent Event Risk
Huijuan Ma, Limin Peng, Chiung-Yu Huang +1
Progression of chronic disease is often manifested by repeated occurrences of disease-related events over time. Delineating the heterogeneity in the risk of such recurrent events c…
Quantile Regression of Latent Longitudinal Trajectory Features
Huijuan Ma, Limin Peng, Haoda Fu
Quantile regression has demonstrated promising utility in longitudinal data analysis. Existing work is primarily focused on modeling cross-sectional outcomes, while outcome traject…
Estimating Individualized Treatment Rules for Ordinal Treatments
Jingxiang Chen, Haoda Fu, Xuanyao He +2
Precision medicine is an emerging scientific topic for disease treatment and prevention that takes into account individual patient characteristics. It is an important direction for…