7 citations · 14 across the 10 of their papers we have counts for
4 papers · 1 filter
Policy Learning for Individualized Treatment Regimes on Infinite Time Horizon
Wenzhuo Zhou, Yuhan Li, Ruoqing Zhu
With the recent advancements of technology in facilitating real-time monitoring and data collection, "just-in-time" interventions can be delivered via mobile devices to achieve bot…
Estimating Optimal Infinite Horizon Dynamic Treatment Regimes via pT-Learning
Wenzhuo Zhou, Ruoqing Zhu, Annie Qu
Recent advances in mobile health (mHealth) technology provide an effective way to monitor individuals' health statuses and deliver just-in-time personalized interventions. However,…
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…
A Parsimonious Personalized Dose Finding Model via Dimension Reduction
Wenzhuo Zhou, Ruoqing Zhu, Donglin Zeng
Learning an individualized dose rule in personalized medicine is a challenging statistical problem. Existing methods often suffer from the curse of dimensionality, especially when…